2025-06-26 09:02:06,770 - ERROR - Error fetching S&P 500 stocks from datahub.io: 'Name'
Processing 100 crypto instruments... 
2025-06-26 09:02:12,984 - ERROR - TAO-USD: Period 'max' is invalid, must be of the format 1d, 5d, etc.
2025-06-26 09:02:24,966 - ERROR - $CLBTC-USD: possibly delisted; no timezone found
2025-06-26 09:02:32,162 - ERROR - $SUPEROETH-USD: possibly delisted; no timezone found
✓ 94 updated, 6 failed
Processing 29 futures instruments... ✓ 29 updated, 0 failed
Processing 62 stock instruments... ✓ 62 updated, 0 failed
Processing 8 currency instruments... ✓ 8 updated, 0 failed
Processing 22 indices instruments... 
2025-06-26 09:03:03,364 - ERROR - $IMOEX.ME: possibly delisted; no price data found  (1d 2024-06-15 -> 2025-06-26)
✓ 21 updated, 1 failed

================================================================================
MASTER FINANCIAL DATA UPDATE COMPLETE
================================================================================
File location: C:\Users\Chris\BTC_price_history\Master file\master_financial_data.csv
Total records: 1,224,412
Successful downloads: 214
Failed downloads: 7
Date range: 1927-12-30 to 2025-06-26

Summary by Asset Type:
--------------------------------------------------
Crypto: 103 instruments, 2014-09-17 to 2025-06-26
Futures: 29 instruments, 1997-10-29 to 2025-06-25
Stock: 62 instruments, 1962-01-02 to 2025-06-25
Currency: 8 instruments, 1971-01-04 to 2025-06-25
Indices: 22 instruments, 1927-12-30 to 2025-06-25

Sample Latest Prices:
------------------------------
Crypto:
  BTC-USD: $107361.26
  ETH-USD: $2419.31
  SOL-USD: $143.51
Futures:
  ES=F: $6147.00
  GC=F: $3327.10
  CL=F: $64.92
Stock:
  AAPL: $201.56
  MSFT: $492.27
  TSLA: $327.55
Currency:
  EURUSD=X: 1.1612
  USDJPY=X: 144.9570
  DX-Y.NYB: 97.6800
Indices:
  ^GSPC: $6092.16
  ^DJI: $42982.43
  ^IXIC: $19973.55
================================================================================

Master data loaded successfully with 1,224,412 records
You can now use this data for your analysis!
Data is available as 'df' variable for your existing functions.
Enhanced Multi-Asset Analysis with Traditional Round Half Up Forward Returns
================================================================================
🔮 FORWARD RETURNS FEATURES:
• Traditional round half up (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
• Optional round-to-half precision (5.25% → 5.5%, 5.1% → 5.0%)
• Optional round-to-quarter precision (5.13% → 5.25%, 5.37% → 5.25%)
• Cycle year filtering (4-year market cycles)
• Seasonal analysis (quarter filtering)
• Custom analysis function: run_custom_forward_analysis()
• Clear confidence levels and insights
• 🆕 Historical pattern matching indicators on charts (90-day ROC)
• 💱 Currency pairs support (EURUSD, USDJPY, DXY, etc.)
• 📊 Indices support (S&P 500, FTSE, DAX, Nikkei, etc.)
================================================================================
Found master dataset with 1,224,412 rows and 224 symbols
Starting automatic analysis with round-to-nearest forward returns...
📊 Will display ALL available charts per section per asset class (up to 15)
💡 Sections: Best Trends | Undervalued Opportunities | Overvalued Warnings
📈 Chart type: Linear Regression on Log Scale
🔮 FORWARD RETURNS: Traditional round half up ROC matching
🎯 NEW: Green vertical lines show historical 90-day ROC matches in chart period
💱 NEW: Currency pairs support with proper formatting
📊 NEW: Global indices support (S&P 500, FTSE, DAX, Nikkei, etc.)
================================================================================
🔬 COMPREHENSIVE MULTI-ASSET REGRESSION ANALYSIS WITH FORWARD RETURNS
================================================================================
Analyzing trend quality, growth rates, valuation, and predictive analytics...
Analyzing instruments by asset type...
  crypto: 103 instruments
  currency: 8 instruments
  futures: 29 instruments
  indices: 22 instruments
  stock: 62 instruments

Processing 103 crypto instruments...
  Progress: 25/103 crypto instruments processed
  Progress: 50/103 crypto instruments processed
  Progress: 75/103 crypto instruments processed
  Progress: 100/103 crypto instruments processed

Processing 29 futures instruments...
  Progress: 25/29 futures instruments processed

Processing 62 stock instruments...
  Progress: 25/62 stock instruments processed
  Progress: 50/62 stock instruments processed

Processing 8 currency instruments...

Processing 22 indices instruments...

Analysis complete: 218/224 instruments analyzed successfully

========================================================================================================================
🔥 TOP 15 CRYPTO INSTRUMENTS - BEST TREND ANALYSIS
========================================================================================================================
Rank Symbol          R²         Window   Growth%      Price           Valuation    Deviation%
------------------------------------------------------------------------------------------------------------------------
1    FTN-USD         0.989236 750 d       135.5%   $4.43           🟢 UNDER        -11.9%
2    PAXG-USD        0.949349 750 d        35.2%   $3.4K           🟡 FAIR           3.3%
3    TRX-USD         0.947800 1000d        87.7%   $0.273155       🟡 FAIR           0.2%
4    XAUT-USD        0.947749 750 d        34.0%   $3.3K           🟡 FAIR           3.4%
5    XCN-USD         0.945240 1000d       108.5%   $0.001039       🟢 UNDER        -17.6%
6    APT-USD         0.940897 500 d       -83.9%   $0.000131       🔴 OVER          41.0%
7    BTC-USD         0.935883 1000d       103.3%   $107.4K         🟢 UNDER        -10.4%
8    WBT-USD         0.932193 750 d       201.2%   $47.90          🔴 OVER          36.1%
9    TBTC-USD        0.932135 1000d       103.4%   $102.8K         🟢 UNDER        -12.8%
10   WAL-USD         0.927294 1000d       -95.6%   $0.000088       🔴 OVER         223.3%
11   SYRUP-USD       0.920553 90  d    215686.8%   $0.598928       🟡 FAIR          -1.9%
12   POL-USD         0.910925 500 d       -64.0%   $0.008241       🟡 FAIR           6.3%
13   GT-USD          0.892027 750 d       167.2%   $16.16          🟢 UNDER        -27.9%
14   LEO-USD         0.890379 750 d        74.3%   $9.00           🟢 UNDER        -12.4%
15   BGB-USD         0.889640 1000d       246.9%   $4.40           🟡 FAIR          -6.8%

📊 DISPLAYING ALL 15 CRYPTO TREND LEADER CHARTS:
--------------------------------------------------------------------------------

Chart 1: FTN-USD (R² = 0.9892)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $4.43 ($4.53,+2% - $5.59,+26%)
   +30d (1m): $5.40,+21.8% ($4.86,+10% - $5.99,+35%)
   +60d (2m): $5.79,+30.7% ($5.22,+18% - $6.43,+45%)
   +90d (3m): $6.22,+40.3% ($5.60,+26% - $6.90,+56%)
   +180d (6m): $7.68,+73.3% ($6.92,+56% - $8.52,+92%)
   +365d (1y): $11.85,+167.4% ($10.67,+141% - $13.16,+197%)
   +EOY (188d): $7.82,+76.5% ($7.05,+59% - $8.69,+96%)
   End-of-year outlook: 📈 Bullish Trend (+76.5%)
   Confidence: 98.9% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 27 periods in chart (90d ROC≈10%)
   📅 Days until EOY 2025: 188 days | EOY Target: $7.82 (+76.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.26%
Rounded target for matching: 0%
Similar historical periods found: 49
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       49       73.5%      3.80%      3.31%      4.18%        2.11%        4.51%     -8.52%     11.03%
 14 days       49       87.8%      5.93%      4.76%      4.80%        3.39%        6.14%     -9.22%     12.02%
 30 days       49       93.9%      9.30%     10.24%      6.67%        8.32%       12.16%     -1.55%     26.17%
 90 days       48      100.0%     29.73%     27.73%     11.17%       24.49%       30.98%      3.48%     48.76%
180 days       48      100.0%     62.55%     62.58%      7.92%       60.28%       64.88%     42.16%     82.46%
365 days       32      100.0%    152.27%    145.26%     17.57%      138.92%      151.59%    105.03%    168.45%


========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 10.33%
Rounded target for matching: 10%
Similar historical periods found: 27
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       27       92.6%      1.35%      1.80%      2.51%        0.80%        2.79%     -6.46%      7.38%
 14 days       27       96.3%      2.37%      3.53%      2.71%        2.46%        4.60%     -1.47%      9.84%
 30 days       27       96.3%      4.08%      7.68%      6.57%        5.09%       10.28%     -1.26%     24.09%
 90 days       10      100.0%     38.23%     40.12%      6.92%       35.17%       45.07%     29.63%     50.28%
180 days       10      100.0%     60.90%     62.76%      5.55%       58.79%       66.73%     56.73%     76.41%
365 days        3      100.0%    159.54%    159.21%      0.53%      157.90%      160.52%    158.47%    159.63%


========================================================================================================================

Chart 2: PAXG-USD (R² = 0.9493)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $3.4K ($3.0K,-11% - $3.5K,+5%)
   +30d (1m): $3.3K,-0.8% ($3.1K,-9% - $3.6K,+8%)
   +60d (2m): $3.4K,+1.7% ($3.1K,-6% - $3.7K,+10%)
   +90d (3m): $3.5K,+4.3% ($3.2K,-4% - $3.8K,+13%)
   +180d (6m): $3.8K,+12.3% ($3.5K,+4% - $4.1K,+22%)
   +365d (1y): $4.4K,+30.9% ($4.0K,+21% - $4.8K,+42%)
   +EOY (188d): $3.8K,+13.1% ($3.5K,+4% - $4.1K,+23%)
   End-of-year outlook: 📈 Bullish Trend (+13.1%)
   Confidence: 94.9% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 20 periods in chart (90d ROC≈10%)
   📅 Days until EOY 2025: 188 days | EOY Target: $3.8K (+13.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PAXG - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.17%
Rounded target for matching: 0%
Similar historical periods found: 196
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      196       50.0%     -0.00%     -0.00%      2.01%       -0.28%        0.28%     -5.31%      5.75%
 14 days      196       47.4%     -0.23%      0.27%      2.82%       -0.13%        0.67%     -5.98%      7.65%
 30 days      196       50.0%      0.00%      0.59%      4.16%        0.00%        1.18%     -8.11%     11.77%
 90 days      193       67.4%      4.27%      4.55%      7.63%        3.47%        5.63%     -9.66%     20.45%
180 days      188       69.1%      6.72%      7.88%     11.58%        6.21%        9.55%    -16.17%     32.67%
365 days      177       71.2%     14.11%     15.89%     18.44%       13.16%       18.63%    -10.07%     48.60%


========================================================================================================================
PAXG - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 9.60%
Rounded target for matching: 10%
Similar historical periods found: 72
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       72       48.6%     -0.30%     -0.12%      2.26%       -0.65%        0.41%     -5.67%      4.31%
 14 days       72       47.2%     -0.23%      0.21%      3.20%       -0.54%        0.96%     -7.79%      9.06%
 30 days       72       59.7%      0.86%      1.08%      4.34%        0.06%        2.10%     -7.37%     14.15%
 90 days       71       69.0%      6.96%      4.45%      6.50%        2.91%        5.99%     -6.19%     20.37%
180 days       67       67.2%      7.25%      7.07%     10.43%        4.52%        9.61%    -12.61%     28.48%
365 days       60       80.0%      8.42%     10.33%     11.85%        7.27%       13.39%    -10.07%     49.14%


========================================================================================================================

Chart 3: TRX-USD (R² = 0.9478)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.273155 ($0.216625,-21% - $0.342972,+26%)
   +30d (1m): $0.287048,+5.1% ($0.228118,-16% - $0.361200,+32%)
   +60d (2m): $0.302291,+10.7% ($0.240221,-12% - $0.380398,+39%)
   +90d (3m): $0.318343,+16.5% ($0.252966,-7% - $0.400617,+47%)
   +180d (6m): $0.371799,+36.1% ($0.295397,+8% - $0.467961,+71%)
   +365d (1y): $0.511537,+87.3% ($0.406261,+49% - $0.644093,+136%)
   +EOY (188d): $0.376964,+38.0% ($0.299496,+10% - $0.474469,+74%)
   End-of-year outlook: 📈 Bullish Trend (+38.0%)
   Confidence: 94.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 15 periods in chart (90d ROC≈16%)
   📅 Days until EOY 2025: 188 days | EOY Target: $0.376964 (+38.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TRX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.40%
Rounded target for matching: 0%
Similar historical periods found: 63
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       63       58.7%      0.59%      0.43%     11.10%       -2.37%        3.22%    -27.01%     31.02%
 14 days       63       57.1%      2.50%      1.65%     18.90%       -3.11%        6.41%    -45.76%     93.03%
 30 days       63       60.3%      3.03%      4.88%     27.91%       -2.15%       11.91%    -41.73%     99.20%
 90 days       63       73.0%     15.14%     16.20%     40.73%        5.94%       26.45%    -73.03%    246.07%
180 days       60       75.0%     26.18%     25.31%     41.55%       14.57%       36.04%    -81.07%    125.50%
365 days       53       71.7%     63.18%     58.07%     80.53%       35.88%       80.27%    -61.70%    384.05%


========================================================================================================================
TRX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 16.28%
Rounded target for matching: 16%
Similar historical periods found: 34
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       34       41.2%     -1.81%     -2.91%     12.55%       -7.29%        1.46%    -42.74%     19.33%
 14 days       34       50.0%     -0.08%      1.21%     20.44%       -5.92%        8.34%    -34.14%     92.47%
 30 days       34       55.9%      1.14%      4.76%     26.41%       -4.46%       13.98%    -39.64%     86.45%
 90 days       33       69.7%     13.39%     55.04%    125.42%       10.56%       99.51%    -46.76%    452.70%
180 days       32       65.6%     30.10%     32.26%     56.39%       11.93%       52.59%    -54.75%    141.61%
365 days       29       69.0%     82.32%     57.40%     72.26%       29.91%       84.88%    -55.13%    203.37%


========================================================================================================================

Chart 4: XAUT-USD (R² = 0.9477)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $3.3K ($3.0K,-11% - $3.5K,+5%)
   +30d (1m): $3.3K,-0.9% ($3.1K,-9% - $3.6K,+7%)
   +60d (2m): $3.4K,+1.5% ($3.1K,-6% - $3.7K,+10%)
   +90d (3m): $3.5K,+4.0% ($3.2K,-4% - $3.8K,+13%)
   +180d (6m): $3.7K,+11.8% ($3.4K,+3% - $4.0K,+21%)
   +365d (1y): $4.3K,+29.7% ($4.0K,+20% - $4.7K,+41%)
   +EOY (188d): $3.8K,+12.5% ($3.5K,+4% - $4.1K,+22%)
   End-of-year outlook: 📈 Bullish Trend (+12.5%)
   Confidence: 94.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 20 periods in chart (90d ROC≈9%)
   📅 Days until EOY 2025: 188 days | EOY Target: $3.8K (+12.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XAUT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.24%
Rounded target for matching: 0%
Similar historical periods found: 172
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      172       48.3%     -0.04%     -0.08%      1.73%       -0.34%        0.18%     -5.32%      5.67%
 14 days      172       49.4%     -0.08%      0.27%      2.68%       -0.13%        0.68%     -6.74%      6.90%
 30 days      172       49.4%     -0.09%      0.82%      4.11%        0.20%        1.44%     -7.76%     10.06%
 90 days      169       67.5%      4.95%      4.76%      7.73%        3.59%        5.94%    -11.28%     21.61%
180 days      163       73.6%      6.86%      7.29%     10.29%        5.70%        8.88%    -16.08%     30.67%
365 days      153       69.9%     13.46%     15.92%     18.32%       13.00%       18.85%    -10.15%     46.32%


========================================================================================================================
XAUT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 8.87%
Rounded target for matching: 9%
Similar historical periods found: 67
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       67       49.3%     -0.10%     -0.03%      2.40%       -0.61%        0.56%     -5.71%      3.96%
 14 days       67       53.7%      0.16%      0.60%      3.19%       -0.18%        1.38%     -6.00%      6.40%
 30 days       67       62.7%      0.63%      0.82%      4.34%       -0.23%        1.88%     -8.53%     10.02%
 90 days       66       57.6%      4.37%      3.17%      7.74%        1.27%        5.07%    -13.28%     15.87%
180 days       63       57.1%      5.37%      3.46%      9.66%        1.03%        5.89%    -17.38%     22.68%
365 days       57       80.7%     11.19%     12.87%     13.34%        9.33%       16.41%     -8.55%     45.14%


========================================================================================================================

Chart 5: XCN-USD (R² = 0.9452)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.001039 ($0.000958,-8% - $0.001661,+60%)
   +30d (1m): $0.001340,+28.9% ($0.001018,-2% - $0.001765,+70%)
   +60d (2m): $0.001424,+37.0% ($0.001081,+4% - $0.001875,+80%)
   +90d (3m): $0.001512,+45.5% ($0.001148,+10% - $0.001991,+92%)
   +180d (6m): $0.001813,+74.4% ($0.001376,+32% - $0.002388,+130%)
   +365d (1y): $0.002631,+153.1% ($0.001997,+92% - $0.003467,+234%)
   +EOY (188d): $0.001842,+77.2% ($0.001399,+35% - $0.002426,+133%)
   End-of-year outlook: 📈 Bullish Trend (+77.2%)
   Confidence: 94.5% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 63 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 188 days | EOY Target: $0.001842 (+77.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XCN - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.04%
Rounded target for matching: 0%
Similar historical periods found: 216
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      216       17.6%      0.00%      0.68%      6.96%       -0.25%        1.62%    -32.35%     22.22%
 14 days      216       24.5%      0.00%      1.74%     11.81%        0.15%        3.32%    -73.94%     50.00%
 30 days      216       38.0%      0.00%      4.82%     14.92%        2.82%        6.82%    -75.82%     88.08%
 90 days      156       63.5%     21.29%     25.62%     43.95%       18.66%       32.57%    -80.52%    261.06%
180 days      115       87.0%     66.67%    141.97%    153.34%      113.65%      170.30%    -83.56%    458.41%
365 days      109       85.3%    297.26%    283.68%    229.84%      240.04%      327.32%    -88.79%    715.38%


========================================================================================================================
XCN - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 0.04%
Rounded target for matching: 0%
Similar historical periods found: 78
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       78       16.7%      0.00%     -0.19%      4.06%       -1.11%        0.72%    -11.43%     19.92%
 14 days       78       23.1%      0.00%     -1.04%      6.61%       -2.53%        0.45%    -26.65%     19.92%
 30 days       78       24.4%      0.00%     -1.18%     11.60%       -3.79%        1.44%    -33.26%     43.40%
 90 days       37       59.5%     15.31%      7.29%     37.75%       -5.30%       19.87%    -58.71%     70.66%
180 days       37       75.7%     53.14%     45.41%     72.12%       21.36%       69.45%    -76.47%    174.81%
365 days       32       71.9%    110.23%    111.29%    150.19%       57.14%      165.44%    -71.94%    655.13%


========================================================================================================================

Chart 6: APT-USD (R² = 0.9409)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $0.000131 ($0.000065,-50% - $0.000133,+1%)
   +30d (1m): $0.000080,-38.9% ($0.000056,-57% - $0.000114,-13%)
   +60d (2m): $0.000069,-47.5% ($0.000048,-63% - $0.000098,-25%)
   +90d (3m): $0.000059,-54.8% ($0.000041,-68% - $0.000085,-35%)
   +180d (6m): $0.000038,-71.2% ($0.000026,-80% - $0.000054,-59%)
   +365d (1y): $0.000015,-88.6% ($0.000010,-92% - $0.000022,-84%)
   +EOY (188d): $0.000036,-72.3% ($0.000025,-81% - $0.000052,-60%)
   End-of-year outlook: 📉 Bearish Trend (-72.3%)
   Confidence: 94.1% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈-6%)
   📅 Days until EOY 2025: 188 days | EOY Target: $0.000036 (-72.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -2.88%
Rounded target for matching: -3%
Similar historical periods found: 43
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       43       11.6%     -1.47%     -3.01%     20.50%       -9.32%        3.30%    -51.79%    103.03%
 14 days       43        4.7%     -2.90%    -14.26%     18.75%      -20.03%       -8.49%    -55.36%      2.24%
 30 days       43       20.9%     -3.52%    -11.85%     25.46%      -19.68%       -4.01%    -50.77%     39.42%
 90 days       33        6.1%    -46.56%     14.60%    232.91%      -67.99%       97.19%    -81.25%   1273.38%
180 days       19       10.5%    -69.52%    -15.10%    170.22%      -97.14%       66.95%    -91.98%    548.39%
365 days       14       14.3%    -81.97%    -51.38%     82.12%      -98.79%       -3.96%    -98.04%    144.52%


========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.35%
Rounded target for matching: -6%
Similar historical periods found: 13
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       13       53.8%      0.51%     -1.87%     22.59%      -15.52%       11.78%    -66.34%     42.54%
 14 days       13        7.7%     -3.21%    -11.75%     20.16%      -23.93%        0.44%    -78.25%      2.24%
 30 days       13        7.7%     -3.65%     -7.91%     33.11%      -27.92%       12.10%    -80.44%     82.05%
 90 days        7       42.9%    -83.72%    613.16%    898.48%     -217.80%     1444.12%    -86.31%   2384.83%
180 days        7       57.1%    119.13%    151.70%    225.55%      -56.90%      360.29%    -85.77%    475.00%
365 days        7       42.9%    -22.19%     35.69%     81.96%      -40.11%      111.49%    -40.99%    152.56%


========================================================================================================================

Chart 7: BTC-USD (R² = 0.9359)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $107.4K ($89.8K,-16% - $160.0K,+49%)
   +30d (1m): $127.1K,+18.4% ($95.2K,-11% - $169.6K,+58%)
   +60d (2m): $134.7K,+25.5% ($100.9K,-6% - $179.8K,+68%)
   +90d (3m): $142.8K,+33.0% ($107.0K,-0% - $190.6K,+78%)
   +180d (6m): $170.1K,+58.4% ($127.4K,+19% - $227.1K,+112%)
   +365d (1y): $243.7K,+127.0% ($182.4K,+70% - $325.6K,+203%)
   +EOY (188d): $172.8K,+60.9% ($129.4K,+21% - $230.7K,+115%)
   End-of-year outlook: 📈 Bullish Trend (+60.9%)
   Confidence: 93.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 13 periods in chart (90d ROC≈23%)
   📅 Days until EOY 2025: 188 days | EOY Target: $172.8K (+60.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BTC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -1.90%
Rounded target for matching: -2%
Similar historical periods found: 86
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       86       51.2%      0.42%      0.81%      8.77%       -1.07%        2.69%    -32.94%     23.72%
 14 days       86       59.3%      1.67%      1.55%     12.84%       -1.20%        4.30%    -31.10%     34.34%
 30 days       86       52.3%      0.90%      1.91%     22.91%       -3.00%        6.83%    -60.32%     55.33%
 90 days       84       50.0%     -0.13%      9.70%     55.65%       -2.38%       21.77%    -62.14%    355.12%
180 days       79       63.3%     26.72%     39.03%     83.94%       20.23%       57.84%    -62.12%    339.80%
365 days       70       75.7%     69.12%    101.99%    160.03%       63.83%      140.15%    -76.74%   1117.48%


========================================================================================================================
BTC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 23.15%
Rounded target for matching: 23%
Similar historical periods found: 33
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       33       57.6%      1.29%      1.42%      7.19%       -1.13%        3.97%    -13.59%     19.76%
 14 days       33       60.6%      2.95%      4.08%     12.23%       -0.26%        8.41%    -19.15%     31.94%
 30 days       33       51.5%      2.36%      8.13%     20.37%        0.90%       15.35%    -27.23%     58.94%
 90 days       32       84.4%     22.00%     34.15%     54.51%       14.50%       53.80%    -34.77%    253.60%
180 days       32       90.6%     41.42%     87.35%    112.77%       46.69%      128.00%    -57.54%    411.63%
365 days       31       87.1%    133.57%    267.55%    412.36%      116.30%      418.81%    -71.55%   2230.29%


========================================================================================================================

Chart 8: WBT-USD (R² = 0.9322)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $47.90 ($24.88,-48% - $49.82,+4%)
   +30d (1m): $38.54,-19.5% ($27.24,-43% - $54.55,+14%)
   +60d (2m): $42.20,-11.9% ($29.81,-38% - $59.73,+25%)
   +90d (3m): $46.20,-3.5% ($32.64,-32% - $65.40,+37%)
   +180d (6m): $60.64,+26.6% ($42.81,-11% - $85.87,+79%)
   +365d (1y): $106.02,+121.3% ($74.78,+56% - $150.33,+214%)
   +EOY (188d): $62.12,+29.7% ($43.86,-8% - $87.98,+84%)
   End-of-year outlook: 📈 Bullish Trend (+29.7%)
   Confidence: 93.2% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈65%)
   📅 Days until EOY 2025: 188 days | EOY Target: $62.12 (+29.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 9: TBTC-USD (R² = 0.9321)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $102.8K ($87.5K,-15% - $158.7K,+54%)
   +30d (1m): $124.9K,+21.5% ($92.7K,-10% - $168.3K,+64%)
   +60d (2m): $132.4K,+28.8% ($98.3K,-4% - $178.4K,+74%)
   +90d (3m): $140.4K,+36.6% ($104.2K,+1% - $189.1K,+84%)
   +180d (6m): $167.2K,+62.7% ($124.1K,+21% - $225.4K,+119%)
   +365d (1y): $239.7K,+133.2% ($177.8K,+73% - $323.2K,+214%)
   +EOY (188d): $169.9K,+65.3% ($126.0K,+23% - $228.9K,+123%)
   End-of-year outlook: 📈 Bullish Trend (+65.3%)
   Confidence: 93.2% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈25%)
   📅 Days until EOY 2025: 188 days | EOY Target: $169.9K (+65.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TBTC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -6.28%
Rounded target for matching: -6%
Similar historical periods found: 45
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       45       48.9%     -0.40%      0.09%      8.92%       -2.59%        2.77%    -22.29%     25.59%
 14 days       45       42.2%     -0.86%      0.59%     13.70%       -3.53%        4.70%    -32.23%     47.18%
 30 days       45       40.0%     -6.03%     -3.92%     15.89%       -8.69%        0.85%    -33.95%     42.36%
 90 days       44       45.5%     -0.71%      1.43%     28.72%       -7.30%       10.16%    -45.62%     65.68%
180 days       38       73.7%     23.14%     18.96%     47.78%        3.25%       34.66%    -56.67%    178.08%
365 days       33       63.6%     31.81%     45.42%     82.94%       16.02%       74.83%    -72.83%    209.72%


========================================================================================================================
TBTC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 24.64%
Rounded target for matching: 25%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       62.5%      2.93%      6.18%      9.40%       -1.68%       14.04%     -1.95%     28.39%
 14 days        8       75.0%     12.31%     14.27%     13.25%        3.19%       25.35%     -4.52%     32.44%
 30 days        8       75.0%     21.62%     19.30%     18.16%        4.12%       34.49%     -6.91%     44.02%
 90 days        8       87.5%     21.85%     22.25%     16.79%        8.21%       36.30%     -1.26%     50.63%
180 days        8       87.5%     36.53%     39.28%     34.84%       10.16%       68.41%    -19.66%     81.99%
365 days        6       66.7%     91.84%     59.53%     86.54%      -31.29%      150.35%    -57.26%    170.99%


========================================================================================================================

Chart 10: WAL-USD (R² = 0.9273)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000088 ($0.000007,-92% - $0.000105,+20%)
   +30d (1m): $0.000021,-76.1% ($0.000005,-94% - $0.000082,-7%)
   +60d (2m): $0.000016,-81.5% ($0.000004,-95% - $0.000063,-28%)
   +90d (3m): $0.000013,-85.7% ($0.000003,-96% - $0.000049,-44%)
   +180d (6m): $0.000006,-93.4% ($0.000001,-98% - $0.000023,-74%)
   +365d (1y): $0.000001,-98.6% ($0.000000,-100% - $0.000005,-95%)
   +EOY (188d): $0.000005,-93.8% ($0.000001,-98% - $0.000021,-76%)
   End-of-year outlook: 📉 Bearish Trend (-93.8%)
   Confidence: 92.7% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈48%)
   📅 Days until EOY 2025: 188 days | EOY Target: $0.000005 (-93.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 11: SYRUP-USD (R² = 0.9206)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 90 days):
   Current: $0.598928 ($0.440901,-26% - $0.846084,+41%)
   +30d (1m): $1.15,+91.7% ($0.821183,+37% - $1.60,+168%)
   +60d (2m): $2.16,+260.2% ($1.52,+154% - $3.06,+410%)
   +90d (3m): $4.05,+577.0% ($2.81,+370% - $5.84,+875%)
   +180d (6m): $26.92,+4394.5% ($17.46,+2815% - $41.50,+6829%)
   +365d (1y): $1.3K,+219953.1% ($709.32,+118331% - $2.4K,+408773%)
   +EOY (188d): $31.85,+5218.1% ($20.52,+3326% - $49.45,+8156%)
   End-of-year outlook: 📈 Bullish Trend (+5218.1%)
   Confidence: 92.1% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 188 days | EOY Target: $31.85 (+5218.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 12: POL-USD (R² = 0.9109)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $0.008241 ($0.006044,-27% - $0.009944,+21%)
   +30d (1m): $0.007129,-13.5% ($0.005557,-33% - $0.009145,+11%)
   +60d (2m): $0.006555,-20.5% ($0.005109,-38% - $0.008411,+2%)
   +90d (3m): $0.006028,-26.9% ($0.004697,-43% - $0.007736,-6%)
   +180d (6m): $0.004687,-43.1% ($0.003649,-56% - $0.006020,-27%)
   +365d (1y): $0.002794,-66.1% ($0.002170,-74% - $0.003597,-56%)
   +EOY (188d): $0.004583,-44.4% ($0.003568,-57% - $0.005888,-29%)
   End-of-year outlook: 📉 Bearish Trend (-44.4%)
   Confidence: 91.1% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 7 periods in chart (90d ROC≈-15%)
   📅 Days until EOY 2025: 188 days | EOY Target: $0.004583 (-44.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
POL - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.24%
Rounded target for matching: 2%
Similar historical periods found: 19
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       19       36.8%     -3.69%     -2.62%     12.80%       -8.79%        3.55%    -20.88%     36.99%
 14 days       19       36.8%     -1.81%     -0.82%     16.47%       -8.76%        7.12%    -26.39%     38.17%
 30 days       19       47.4%     -4.68%      7.87%     42.02%      -12.38%       28.12%    -49.27%    114.32%
 90 days       19       26.3%    -15.58%    138.66%    390.70%      -49.65%      326.97%    -68.11%   1069.77%
180 days       18       22.2%    -52.87%    275.86%    712.38%      -78.40%      630.11%    -84.78%   1958.84%
365 days       12       33.3%    -88.99%    188.43%    399.49%      -65.39%      442.25%    -91.45%    929.33%


========================================================================================================================
POL - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -14.99%
Rounded target for matching: -15%
Similar historical periods found: 14
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       14       50.0%     -1.47%      4.01%     32.71%      -14.88%       22.89%    -22.96%    113.53%
 14 days       14       50.0%     -0.97%      7.37%     29.60%       -9.72%       24.46%    -27.20%     92.21%
 30 days       14       50.0%      0.03%     25.00%    108.64%      -37.73%       87.73%    -49.27%    409.24%
 90 days       13        7.7%    -35.80%     29.04%    239.21%     -115.51%      173.60%    -62.18%    855.61%
180 days       12        8.3%    -67.42%     41.03%    345.65%     -178.58%      260.64%    -84.78%   1185.82%
365 days        9       11.1%    -86.31%    -19.16%    180.00%     -157.52%      119.21%    -90.45%    489.19%


========================================================================================================================

Chart 13: GT-USD (R² = 0.8920)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $16.16 ($15.03,-7% - $33.40,+107%)
   +30d (1m): $24.29,+50.3% ($16.29,+1% - $36.21,+124%)
   +60d (2m): $26.33,+63.0% ($17.66,+9% - $39.26,+143%)
   +90d (3m): $28.55,+76.7% ($19.14,+18% - $42.57,+163%)
   +180d (6m): $36.38,+125.1% ($24.38,+51% - $54.27,+236%)
   +365d (1y): $59.86,+270.4% ($40.06,+148% - $89.43,+453%)
   +EOY (188d): $37.17,+130.0% ($24.91,+54% - $55.46,+243%)
   End-of-year outlook: 📈 Bullish Trend (+130.0%)
   Confidence: 89.2% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 188 days | EOY Target: $37.17 (+130.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -23.43%
Rounded target for matching: -23%
Similar historical periods found: 7
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        7       42.9%     -4.72%     -1.87%      3.89%       -5.47%        1.72%     -5.58%      4.82%
 14 days        7       28.6%     -1.15%     -3.89%      5.74%       -9.20%        1.42%    -13.69%      3.93%
 30 days        7       71.4%      6.72%      9.50%     14.57%       -3.97%       22.98%     -8.71%     31.27%
 90 days        7       71.4%      4.59%     18.11%     20.99%       -1.30%       37.52%     -3.07%     52.07%
180 days        7       85.7%     32.77%     47.27%     50.09%        0.95%       93.60%    -26.27%    106.65%
365 days        7      100.0%     25.94%     56.37%     61.87%       -0.86%      113.59%      7.86%    185.53%


========================================================================================================================
GT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -32.09%
Rounded target for matching: -32%
Similar historical periods found: 7
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        7       85.7%      9.27%      7.72%      5.68%        2.46%       12.97%     -5.09%     14.79%
 14 days        7       85.7%     13.24%     11.67%      8.40%        3.90%       19.44%     -5.72%     22.69%
 30 days        7       85.7%     22.20%     12.98%     12.80%        1.14%       24.81%    -10.34%     24.48%
 90 days        7       85.7%     15.13%     40.39%     49.63%       -5.51%       86.30%     -1.30%    126.75%
180 days        7       85.7%     39.28%    695.99%   1058.99%     -283.42%     1675.40%    -18.92%   2549.13%
365 days        7       85.7%     40.53%    456.61%    683.92%     -175.91%     1089.14%    -11.31%   1592.07%


========================================================================================================================

Chart 14: LEO-USD (R² = 0.8904)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $9.00 ($8.18,-9% - $12.89,+43%)
   +30d (1m): $10.75,+19.5% ($8.56,-5% - $13.50,+50%)
   +60d (2m): $11.25,+25.0% ($8.96,-0% - $14.13,+57%)
   +90d (3m): $11.77,+30.9% ($9.37,+4% - $14.79,+64%)
   +180d (6m): $13.50,+50.1% ($10.75,+19% - $16.97,+89%)
   +365d (1y): $17.90,+99.0% ($14.23,+58% - $22.51,+150%)
   +EOY (188d): $13.67,+51.9% ($10.88,+21% - $17.18,+91%)
   End-of-year outlook: 📈 Bullish Trend (+51.9%)
   Confidence: 89.0% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 15 periods in chart (90d ROC≈-8%)
   📅 Days until EOY 2025: 188 days | EOY Target: $13.67 (+51.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.71%
Rounded target for matching: 3%
Similar historical periods found: 102
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      102       48.0%     -0.09%      0.22%      5.67%       -0.90%        1.33%    -16.35%     25.58%
 14 days      102       52.9%      0.18%      3.21%     13.03%        0.65%        5.77%    -25.58%     90.97%
 30 days      102       60.8%      1.60%      7.13%     18.94%        3.41%       10.85%    -22.13%     65.67%
 90 days      102       67.6%      9.61%     15.71%     27.79%       10.25%       21.17%    -38.74%    109.67%
180 days       95       83.2%     38.39%     33.55%     39.97%       25.41%       41.70%    -51.85%    120.42%
365 days       83       80.7%     71.13%     70.94%     65.40%       56.66%       85.22%    -44.72%    247.52%


========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -7.87%
Rounded target for matching: -8%
Similar historical periods found: 27
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       27       48.1%     -0.00%      1.40%      5.91%       -0.93%        3.74%     -7.84%     18.98%
 14 days       27       66.7%      2.70%      2.41%      6.62%       -0.21%        5.03%     -8.51%     19.98%
 30 days       27       70.4%      4.51%      3.87%      6.50%        1.30%        6.45%     -9.87%     15.62%
 90 days       21       57.1%      8.74%     10.34%     30.08%       -3.36%       24.03%    -24.07%     75.67%
180 days       21       57.1%     37.95%     23.44%     50.58%        0.41%       46.46%    -36.12%    112.98%
365 days       18       50.0%     14.53%     18.53%     42.91%       -2.81%       39.86%    -33.84%     66.56%


========================================================================================================================

Chart 15: BGB-USD (R² = 0.8896)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $4.40 ($2.39,-46% - $9.34,+112%)
   +30d (1m): $5.23,+18.8% ($2.65,-40% - $10.34,+135%)
   +60d (2m): $5.80,+31.6% ($2.93,-33% - $11.46,+160%)
   +90d (3m): $6.42,+45.8% ($3.25,-26% - $12.69,+188%)
   +180d (6m): $8.72,+98.1% ($4.41,+0% - $17.26,+292%)
   +365d (1y): $16.39,+272.1% ($8.27,+88% - $32.45,+637%)
   +EOY (188d): $8.96,+103.6% ($4.53,+3% - $17.73,+303%)
   End-of-year outlook: 📈 Bullish Trend (+103.6%)
   Confidence: 89.0% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 10 periods in chart (90d ROC≈-12%)
   📅 Days until EOY 2025: 188 days | EOY Target: $8.96 (+103.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BGB - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -17.21%
Rounded target for matching: -17%
Similar historical periods found: 14
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       14       78.6%      3.44%      2.25%      8.20%       -2.48%        6.99%    -13.92%     12.93%
 14 days       14       71.4%      5.97%      2.99%     11.59%       -3.70%        9.68%    -27.28%     23.35%
 30 days       14       57.1%      3.79%      5.26%     13.98%       -2.81%       13.33%    -20.88%     43.44%
 90 days       14       64.3%     27.98%     23.84%     34.52%        3.92%       43.77%    -14.29%    109.33%
180 days       13      100.0%     33.07%    208.13%    250.29%       56.88%      359.38%      7.61%    602.24%
365 days        9      100.0%    191.10%    218.32%     92.67%      147.09%      289.55%    120.96%    426.23%


========================================================================================================================
BGB - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -12.00%
Rounded target for matching: -12%
Similar historical periods found: 12
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       12       50.0%      0.49%      2.05%      9.96%       -4.28%        8.38%    -13.14%     28.96%
 14 days       12       75.0%      6.28%      7.39%     12.79%       -0.73%       15.51%     -9.09%     44.44%
 30 days       12       66.7%      4.99%     19.28%     38.72%       -5.32%       43.88%    -12.01%    118.64%
 90 days       12       83.3%     38.94%    150.92%    201.40%       22.95%      278.88%    -14.87%    613.56%
180 days       12      100.0%    376.35%    328.70%    169.68%      220.89%      436.51%     31.26%    593.47%
365 days        4      100.0%    197.42%    181.30%     39.23%      118.87%      243.72%    114.63%    215.73%


========================================================================================================================

========================================================================================================================
🟢 TOP 15 CRYPTO INSTRUMENTS - UNDERVALUED OPPORTUNITIES
========================================================================================================================
Rank Symbol          Under%   R²         Growth%      Price           Upside%    Window  
------------------------------------------------------------------------------------------------------------------------
1    PENDLE-USD       71.5%  0.773662    440.4%   $3.36             250.3%  1000d
2    IMX-USD          63.8%  0.801302   -100.0%   $0.004143         176.3%  120 d
3    SOL-USD          52.4%  0.783023    203.7%   $143.51           110.1%  1000d
4    FARTCOIN-USD     43.2%  0.733082  17943.8%   $0.995224          76.1%  120 d
5    HYPE-USD         41.2%  0.831823    -97.1%   $0.000005          70.2%  1000d
6    GT-USD           27.9%  0.892027    167.2%   $16.16             38.6%  750 d
7    XRP-USD          26.1%  0.715624    365.1%   $2.19              35.3%  500 d
8    BNB-USD          24.2%  0.766688     90.3%   $645.92            31.9%  750 d
9    QNT-USD          17.9%  0.771463   1192.2%   $97.67             21.9%  90  d
10   XCN-USD          17.6%  0.945240    108.5%   $0.001039          21.4%  1000d
11   PYTH-USD         13.3%  0.806287    -91.4%   $0.085354          15.3%  180 d
12   TBTC-USD         12.8%  0.932135    103.4%   $102.8K            14.6%  1000d
13   LEO-USD          12.4%  0.890379     74.3%   $9.00              14.1%  750 d
14   FTN-USD          11.9%  0.989236    135.5%   $4.43              13.6%  750 d
15   BTC-USD          10.4%  0.935883    103.3%   $107.4K            11.7%  1000d

📊 DISPLAYING ALL 15 UNDERVALUED CRYPTO OPPORTUNITY CHARTS:
--------------------------------------------------------------------------------

Chart 1: PENDLE-USD (Undervalued by 71.5%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $3.36 ($2.84,-15% - $48.60,+1348%)
   +30d (1m): $13.51,+302.4% ($3.27,-3% - $55.84,+1564%)
   +60d (2m): $15.51,+362.2% ($3.75,+12% - $64.17,+1812%)
   +90d (3m): $17.82,+431.0% ($4.31,+28% - $73.73,+2097%)
   +180d (6m): $27.02,+705.0% ($6.52,+94% - $111.88,+3233%)
   +365d (1y): $63.54,+1793.1% ($15.31,+356% - $263.76,+7759%)
   +EOY (188d): $28.03,+735.3% ($6.77,+102% - $116.11,+3359%)
   End-of-year outlook: 📈 Bullish Trend (+735.3%)
   Confidence: 77.4% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 8 periods in chart (90d ROC≈17%)
   📅 Days until EOY 2025: 188 days | EOY Target: $28.03 (+735.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PENDLE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -22.48%
Rounded target for matching: -22%
Similar historical periods found: 18
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       18       44.4%     -3.75%     -1.89%     15.27%       -9.48%        5.71%    -26.50%     25.87%
 14 days       18       38.9%    -11.04%     -6.48%     22.92%      -17.88%        4.91%    -40.95%     26.25%
 30 days       18       50.0%      0.18%     -5.87%     23.19%      -17.40%        5.67%    -47.69%     26.60%
 90 days       18       66.7%     48.09%     59.36%    105.54%        6.88%      111.85%    -77.66%    281.15%
180 days       15       66.7%    147.77%    349.91%    401.30%      127.68%      572.15%    -89.22%   1032.99%
365 days       13       76.9%    721.79%    936.09%    910.38%      385.96%     1486.23%    -92.77%   2592.75%


========================================================================================================================
PENDLE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 16.74%
Rounded target for matching: 17%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       75.0%      4.56%      6.58%      8.63%       -0.64%       13.79%     -4.30%     23.43%
 14 days        8       62.5%     11.12%      8.75%     23.01%      -10.48%       27.99%    -25.07%     44.91%
 30 days        8       62.5%     13.78%      8.84%     31.20%      -17.24%       34.93%    -31.16%     72.39%
 90 days        6       50.0%     38.06%    143.35%    282.88%     -153.52%      440.21%    -45.30%    760.63%
180 days        6       66.7%    408.23%    428.14%    435.55%      -28.95%      885.22%    -36.14%   1256.72%
365 days        4      100.0%    780.60%   1254.09%   1067.52%     -444.57%     2952.74%    417.89%   3037.26%


========================================================================================================================

Chart 2: IMX-USD (Undervalued by 63.8%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: $0.004143 ($0.005406,+30% - $0.024248,+485%)
   +30d (1m): $0.005986,+44.5% ($0.002795,-33% - $0.012820,+209%)
   +60d (2m): $0.003130,-24.5% ($0.001439,-65% - $0.006807,+64%)
   +90d (3m): $0.001636,-60.5% ($0.000738,-82% - $0.003629,-12%)
   +180d (6m): $0.000234,-94.4% ($0.000097,-98% - $0.000561,-86%)
   +365d (1y): $0.000004,-99.9% ($0.000001,-100% - $0.000013,-100%)
   +EOY (188d): $0.000197,-95.3% ($0.000081,-98% - $0.000476,-89%)
   End-of-year outlook: 📉 Bearish Trend (-95.3%)
   Confidence: 80.1% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 188 days | EOY Target: $0.000197 (-95.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 3: SOL-USD (Undervalued by 52.4%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $143.51 ($121.42,-15% - $748.55,+422%)
   +30d (1m): $330.30,+130.2% ($133.00,-7% - $820.26,+472%)
   +60d (2m): $361.88,+152.2% ($145.69,+2% - $898.85,+526%)
   +90d (3m): $396.48,+176.3% ($159.59,+11% - $984.97,+586%)
   +180d (6m): $521.42,+263.3% ($209.76,+46% - $1.3K,+803%)
   +365d (1y): $915.68,+538.1% ($367.79,+156% - $2.3K,+1489%)
   +EOY (188d): $534.28,+272.3% ($214.92,+50% - $1.3K,+826%)
   End-of-year outlook: 📈 Bullish Trend (+272.3%)
   Confidence: 78.3% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 7 periods in chart (90d ROC≈4%)
   📅 Days until EOY 2025: 188 days | EOY Target: $534.28 (+272.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
SOL - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -17.95%
Rounded target for matching: -18%
Similar historical periods found: 24
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       24       33.3%     -4.02%     -2.06%     10.32%       -6.42%        2.30%    -23.39%     17.08%
 14 days       24       45.8%     -2.23%      0.75%     19.82%       -7.62%        9.13%    -37.52%     36.69%
 30 days       24       58.3%      7.86%     13.28%     34.40%       -1.25%       27.80%    -36.20%    105.60%
 90 days       24       33.3%    -17.44%     42.49%    175.12%      -31.45%      116.44%    -62.44%    793.12%
180 days       21       47.6%     -8.49%    190.33%    489.77%      -32.61%      413.27%    -76.11%   2201.77%
365 days       19       52.6%    424.04%   1121.75%   2623.96%     -142.96%     2386.46%    -83.41%  10799.21%


========================================================================================================================
SOL - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 3.73%
Rounded target for matching: 4%
Similar historical periods found: 11
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       11       45.5%     -1.80%     -2.89%     10.80%      -10.15%        4.36%    -21.95%     10.05%
 14 days       11       27.3%     -6.40%     -4.25%     14.45%      -13.95%        5.46%    -30.29%     23.02%
 30 days       11       36.4%    -13.84%     -4.60%     27.76%      -23.25%       14.05%    -54.59%     39.23%
 90 days       11       63.6%     10.35%     21.31%     76.65%      -30.18%       72.80%    -71.27%    210.88%
180 days       11       45.5%    -15.50%    109.64%    211.32%      -32.33%      251.60%    -80.41%    578.87%
365 days        8       50.0%    234.89%    256.57%    340.10%      -27.76%      540.90%    -92.88%    759.39%


========================================================================================================================

Chart 4: FARTCOIN-USD (Undervalued by 43.2%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: $0.995224 ($0.962949,-3% - $3.19,+220%)
   +30d (1m): $2.69,+169.9% ($1.46,+47% - $4.93,+396%)
   +60d (2m): $4.12,+313.7% ($2.21,+123% - $7.65,+669%)
   +90d (3m): $6.31,+534.0% ($3.34,+236% - $11.91,+1097%)
   +180d (6m): $22.72,+2182.7% ($11.30,+1035% - $45.69,+4491%)
   +365d (1y): $316.21,+31673.2% ($130.42,+13004% - $766.70,+76938%)
   +EOY (188d): $25.46,+2458.0% ($12.57,+1163% - $51.55,+5079%)
   End-of-year outlook: 📈 Bullish Trend (+2458.0%)
   Confidence: 73.3% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 188 days | EOY Target: $25.46 (+2458.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 5: HYPE-USD (Undervalued by 41.2%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000005 ($0.000001,-86% - $0.000110,+1934%)
   +30d (1m): $0.000007,+27.1% ($0.000001,-89% - $0.000082,+1420%)
   +60d (2m): $0.000005,-5.0% ($0.000000,-92% - $0.000061,+1036%)
   +90d (3m): $0.000004,-29.1% ($0.000000,-94% - $0.000046,+749%)
   +180d (6m): $0.000002,-70.4% ($0.000000,-98% - $0.000019,+255%)
   +365d (1y): $0.000000,-95.1% ($0.000000,-100% - $0.000003,-41%)
   +EOY (188d): $0.000001,-72.6% ($0.000000,-98% - $0.000018,+228%)
   End-of-year outlook: 📉 Bearish Trend (-72.6%)
   Confidence: 83.2% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 19 periods in chart (90d ROC≈-84%)
   📅 Days until EOY 2025: 188 days | EOY Target: $0.000001 (-72.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
HYPE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -66.23%
Rounded target for matching: -66%
Similar historical periods found: 5
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        5       20.0%     -7.14%     -4.98%      7.41%      -14.18%        4.22%    -12.68%      7.14%
 14 days        5       40.0%     -6.87%      0.71%     19.70%      -23.75%       25.18%    -20.93%     35.71%
 30 days        5       20.0%     -5.09%    -21.42%     35.52%      -65.52%       22.68%    -86.51%     14.29%
 90 days        3        0.0%    -75.17%    -53.38%     32.26%     -133.53%       26.76%    -77.21%     -7.77%
180 days        3       33.3%    -67.91%    302.45%    537.31%    -1032.30%     1637.21%    -86.98%   1062.25%


========================================================================================================================
HYPE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -84.11%
Rounded target for matching: -84%
Similar historical periods found: 28
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       28       28.6%     -5.48%     -9.59%     15.69%      -15.68%       -3.51%    -38.49%     25.89%
 14 days       28       21.4%    -19.80%    -17.57%     22.83%      -26.43%       -8.72%    -50.35%     38.91%
 30 days       28       25.0%    -26.16%    -26.32%     36.45%      -40.45%      -12.18%    -76.91%    109.53%
 90 days       28       39.3%    -59.53%    333.50%    666.97%       74.87%      592.13%    -95.60%   2131.91%
180 days       28       39.3%    -88.76%    395.38%    790.96%       88.68%      702.08%    -97.52%   2614.96%
365 days       26        3.8%    -88.37%    -80.14%     25.99%      -90.64%      -69.64%    -99.22%      4.44%


========================================================================================================================

Chart 6: GT-USD (Undervalued by 27.9%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $16.16 ($15.03,-7% - $33.40,+107%)
   +30d (1m): $24.29,+50.3% ($16.29,+1% - $36.21,+124%)
   +60d (2m): $26.33,+63.0% ($17.66,+9% - $39.26,+143%)
   +90d (3m): $28.55,+76.7% ($19.14,+18% - $42.57,+163%)
   +180d (6m): $36.38,+125.1% ($24.38,+51% - $54.27,+236%)
   +365d (1y): $59.86,+270.4% ($40.06,+148% - $89.43,+453%)
   +EOY (188d): $37.17,+130.0% ($24.91,+54% - $55.46,+243%)
   End-of-year outlook: 📈 Bullish Trend (+130.0%)
   Confidence: 89.2% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 188 days | EOY Target: $37.17 (+130.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -23.43%
Rounded target for matching: -23%
Similar historical periods found: 7
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        7       42.9%     -4.72%     -1.87%      3.89%       -5.47%        1.72%     -5.58%      4.82%
 14 days        7       28.6%     -1.15%     -3.89%      5.74%       -9.20%        1.42%    -13.69%      3.93%
 30 days        7       71.4%      6.72%      9.50%     14.57%       -3.97%       22.98%     -8.71%     31.27%
 90 days        7       71.4%      4.59%     18.11%     20.99%       -1.30%       37.52%     -3.07%     52.07%
180 days        7       85.7%     32.77%     47.27%     50.09%        0.95%       93.60%    -26.27%    106.65%
365 days        7      100.0%     25.94%     56.37%     61.87%       -0.86%      113.59%      7.86%    185.53%


========================================================================================================================
GT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -32.09%
Rounded target for matching: -32%
Similar historical periods found: 7
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        7       85.7%      9.27%      7.72%      5.68%        2.46%       12.97%     -5.09%     14.79%
 14 days        7       85.7%     13.24%     11.67%      8.40%        3.90%       19.44%     -5.72%     22.69%
 30 days        7       85.7%     22.20%     12.98%     12.80%        1.14%       24.81%    -10.34%     24.48%
 90 days        7       85.7%     15.13%     40.39%     49.63%       -5.51%       86.30%     -1.30%    126.75%
180 days        7       85.7%     39.28%    695.99%   1058.99%     -283.42%     1675.40%    -18.92%   2549.13%
365 days        7       85.7%     40.53%    456.61%    683.92%     -175.91%     1089.14%    -11.31%   1592.07%


========================================================================================================================

Chart 7: XRP-USD (Undervalued by 26.1%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $2.19 ($1.39,-36% - $6.30,+188%)
   +30d (1m): $3.35,+53.5% ($1.57,-28% - $7.15,+227%)
   +60d (2m): $3.81,+74.1% ($1.79,-18% - $8.12,+271%)
   +90d (3m): $4.32,+97.6% ($2.02,-7% - $9.21,+322%)
   +180d (6m): $6.31,+188.7% ($2.95,+35% - $13.49,+517%)
   +365d (1y): $13.75,+529.1% ($6.39,+192% - $29.61,+1255%)
   +EOY (188d): $6.53,+198.5% ($3.05,+40% - $13.96,+539%)
   End-of-year outlook: 📈 Bullish Trend (+198.5%)
   Confidence: 71.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈-7%)
   📅 Days until EOY 2025: 188 days | EOY Target: $6.53 (+198.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XRP - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -5.40%
Rounded target for matching: -5%
Similar historical periods found: 66
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       66       54.5%      0.92%      1.71%      9.77%       -0.69%        4.11%    -17.15%     37.36%
 14 days       66       47.0%     -0.43%      3.75%     24.77%       -2.34%        9.84%    -36.29%    122.15%
 30 days       66       50.0%     -1.95%     14.04%     66.38%       -2.28%       30.35%    -41.14%    367.87%
 90 days       65       58.5%      8.85%     41.25%    117.02%       12.25%       70.24%    -60.91%    510.50%
180 days       58       65.5%     21.67%     84.56%    147.65%       45.73%      123.38%    -61.17%    554.35%
365 days       51       54.9%     16.46%     82.02%    157.17%       37.81%      126.22%    -63.72%    405.48%


========================================================================================================================
XRP - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.52%
Rounded target for matching: -7%
Similar historical periods found: 37
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       37       48.6%     -0.46%      2.26%     15.58%       -2.94%        7.45%    -32.56%     53.42%
 14 days       37       37.8%     -3.30%     -1.44%     18.91%       -7.74%        4.87%    -24.75%     64.80%
 30 days       37       32.4%     -8.41%      3.18%     56.13%      -15.54%       21.89%    -34.32%    320.34%
 90 days       36       52.8%      0.60%     -2.50%     27.48%      -11.80%        6.80%    -59.47%    101.84%
180 days       35       40.0%    -11.33%      8.63%     91.15%      -22.68%       39.94%    -67.68%    489.31%
365 days       34       47.1%     -1.58%     84.51%    169.78%       25.27%      143.75%    -71.45%    515.29%


========================================================================================================================

Chart 8: BNB-USD (Undervalued by 24.2%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $645.92 ($563.08,-13% - $1.3K,+100%)
   +30d (1m): $898.57,+39.1% ($593.58,-8% - $1.4K,+111%)
   +60d (2m): $947.38,+46.7% ($625.73,-3% - $1.4K,+122%)
   +90d (3m): $998.84,+54.6% ($659.61,+2% - $1.5K,+134%)
   +180d (6m): $1.2K,+81.2% ($772.63,+20% - $1.8K,+175%)
   +365d (1y): $1.6K,+151.1% ($1.1K,+66% - $2.5K,+281%)
   +EOY (188d): $1.2K,+83.8% ($783.57,+21% - $1.8K,+178%)
   End-of-year outlook: 📈 Bullish Trend (+83.8%)
   Confidence: 76.7% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 7 periods in chart (90d ROC≈1%)
   📅 Days until EOY 2025: 188 days | EOY Target: $1.2K (+83.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BNB - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -4.22%
Rounded target for matching: -4%
Similar historical periods found: 57
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       57       54.4%      0.30%      0.91%      7.90%       -1.19%        3.00%    -19.13%     22.14%
 14 days       57       54.4%      0.86%      0.81%     12.55%       -2.52%        4.14%    -31.62%     33.69%
 30 days       57       54.4%      1.42%      3.61%     19.14%       -1.47%        8.68%    -48.97%     51.09%
 90 days       54       55.6%      1.93%     18.51%     95.43%       -7.54%       44.56%    -50.44%    668.76%
180 days       46       65.2%     11.20%     42.06%    114.75%        7.98%       76.13%    -55.79%    705.58%
365 days       40       72.5%     64.06%    175.97%    432.46%       37.66%      314.27%    -50.55%   1853.00%


========================================================================================================================
BNB - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 1.37%
Rounded target for matching: 1%
Similar historical periods found: 22
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       22       40.9%     -1.53%     -2.36%     10.49%       -7.01%        2.29%    -25.34%     26.25%
 14 days       22       27.3%     -4.08%     -5.53%     12.20%      -10.94%       -0.12%    -29.19%     23.06%
 30 days       22       31.8%     -5.31%     -6.63%     13.20%      -12.49%       -0.78%    -26.37%     21.45%
 90 days       22       54.5%      2.20%     -2.94%     21.85%      -12.62%        6.75%    -29.72%     48.10%
180 days       21       38.1%    -14.13%      8.90%     55.86%      -16.53%       34.33%    -50.56%    140.32%
365 days       18       72.2%     82.35%    327.75%    775.10%      -57.70%      713.20%    -25.14%   2575.53%


========================================================================================================================

Chart 9: QNT-USD (Undervalued by 17.9%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 90 days):
   Current: $97.67 ($97.32,-0% - $145.55,+49%)
   +30d (1m): $146.87,+50.4% ($119.43,+22% - $180.63,+85%)
   +60d (2m): $181.25,+85.6% ($146.19,+50% - $224.73,+130%)
   +90d (3m): $223.68,+129.0% ($178.54,+83% - $280.23,+187%)
   +180d (6m): $420.39,+330.4% ($321.79,+229% - $549.21,+462%)
   +365d (1y): $1.5K,+1474.6% ($1.0K,+974% - $2.3K,+2209%)
   +EOY (188d): $444.64,+355.3% ($338.88,+247% - $583.41,+497%)
   End-of-year outlook: 📈 Bullish Trend (+355.3%)
   Confidence: 77.1% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 188 days | EOY Target: $444.64 (+355.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
QNT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -6.57%
Rounded target for matching: -7%
Similar historical periods found: 49
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       49       36.7%     -1.07%      2.27%     12.70%       -1.38%        5.92%    -15.73%     42.57%
 14 days       49       46.9%     -1.30%      6.40%     20.19%        0.60%       12.20%    -23.46%     59.44%
 30 days       49       51.0%      0.97%     16.36%     43.20%        3.95%       28.77%    -41.87%    167.64%
 90 days       49       53.1%     17.06%     53.17%    123.36%       17.74%       88.61%    -50.60%    637.57%
180 days       46       65.2%     33.73%    103.34%    190.71%       46.71%      159.98%    -74.57%    703.09%
365 days       40       55.0%      1.70%    290.61%    594.81%      100.38%      480.84%    -59.26%   1993.03%


========================================================================================================================
QNT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 28.62%
Rounded target for matching: 29%
Similar historical periods found: 5
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        5       60.0%      6.30%      5.97%     11.89%       -8.79%       20.74%    -10.04%     22.85%
 14 days        5       60.0%      3.61%     17.76%     34.40%      -24.95%       60.48%    -18.22%     74.22%
 30 days        5       40.0%     -0.04%     11.96%     25.59%      -19.82%       43.74%    -10.66%     60.62%
 90 days        5       80.0%      7.27%     11.69%     25.72%      -20.24%       43.63%    -26.91%     53.05%
180 days        5       60.0%      6.68%     21.41%     65.00%      -59.30%      102.12%    -32.69%    145.78%
365 days        3       33.3%     -8.17%    216.70%    327.63%     -597.17%     1030.57%    -21.70%    679.97%


========================================================================================================================

Chart 10: XCN-USD (Undervalued by 17.6%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.001039 ($0.000958,-8% - $0.001661,+60%)
   +30d (1m): $0.001340,+28.9% ($0.001018,-2% - $0.001765,+70%)
   +60d (2m): $0.001424,+37.0% ($0.001081,+4% - $0.001875,+80%)
   +90d (3m): $0.001512,+45.5% ($0.001148,+10% - $0.001991,+92%)
   +180d (6m): $0.001813,+74.4% ($0.001376,+32% - $0.002388,+130%)
   +365d (1y): $0.002631,+153.1% ($0.001997,+92% - $0.003467,+234%)
   +EOY (188d): $0.001842,+77.2% ($0.001399,+35% - $0.002426,+133%)
   End-of-year outlook: 📈 Bullish Trend (+77.2%)
   Confidence: 94.5% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 63 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 188 days | EOY Target: $0.001842 (+77.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XCN - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.04%
Rounded target for matching: 0%
Similar historical periods found: 216
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      216       17.6%      0.00%      0.68%      6.96%       -0.25%        1.62%    -32.35%     22.22%
 14 days      216       24.5%      0.00%      1.74%     11.81%        0.15%        3.32%    -73.94%     50.00%
 30 days      216       38.0%      0.00%      4.82%     14.92%        2.82%        6.82%    -75.82%     88.08%
 90 days      156       63.5%     21.29%     25.62%     43.95%       18.66%       32.57%    -80.52%    261.06%
180 days      115       87.0%     66.67%    141.97%    153.34%      113.65%      170.30%    -83.56%    458.41%
365 days      109       85.3%    297.26%    283.68%    229.84%      240.04%      327.32%    -88.79%    715.38%


========================================================================================================================
XCN - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 0.04%
Rounded target for matching: 0%
Similar historical periods found: 78
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       78       16.7%      0.00%     -0.19%      4.06%       -1.11%        0.72%    -11.43%     19.92%
 14 days       78       23.1%      0.00%     -1.04%      6.61%       -2.53%        0.45%    -26.65%     19.92%
 30 days       78       24.4%      0.00%     -1.18%     11.60%       -3.79%        1.44%    -33.26%     43.40%
 90 days       37       59.5%     15.31%      7.29%     37.75%       -5.30%       19.87%    -58.71%     70.66%
180 days       37       75.7%     53.14%     45.41%     72.12%       21.36%       69.45%    -76.47%    174.81%
365 days       32       71.9%    110.23%    111.29%    150.19%       57.14%      165.44%    -71.94%    655.13%


========================================================================================================================

Chart 11: PYTH-USD (Undervalued by 13.3%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.085354 ($0.069934,-18% - $0.138452,+62%)
   +30d (1m): $0.080432,-5.8% ($0.057041,-33% - $0.113415,+33%)
   +60d (2m): $0.065745,-23.0% ($0.046498,-46% - $0.092960,+9%)
   +90d (3m): $0.053740,-37.0% ($0.037881,-56% - $0.076239,-11%)
   +180d (6m): $0.029350,-65.6% ($0.020415,-76% - $0.042195,-51%)
   +365d (1y): $0.008465,-90.1% ($0.005651,-93% - $0.012679,-85%)
   +EOY (188d): $0.027813,-67.4% ($0.019319,-77% - $0.040043,-53%)
   End-of-year outlook: 📉 Bearish Trend (-67.4%)
   Confidence: 80.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈-49%)
   📅 Days until EOY 2025: 188 days | EOY Target: $0.027813 (-67.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PYTH - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -35.37%
Rounded target for matching: -35%
Similar historical periods found: 6
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        6       33.3%     -5.69%     -2.10%     15.37%      -18.23%       14.04%    -20.96%     19.43%
 14 days        6       50.0%     -5.17%     -4.70%     19.58%      -25.25%       15.86%    -32.84%     25.56%
 30 days        6       33.3%    -12.16%      0.54%     34.83%      -36.01%       37.08%    -27.58%     74.10%
 90 days        5       20.0%    -34.12%     11.04%     98.46%     -111.21%      133.29%    -48.20%    207.37%
180 days        4       50.0%    -18.51%    -17.74%     27.26%      -61.11%       25.63%    -46.36%     12.42%
365 days        4       25.0%    -63.75%    -40.73%     48.21%     -117.45%       35.98%    -76.86%     41.43%


========================================================================================================================
PYTH - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -49.43%
Rounded target for matching: -49%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       50.0%      0.62%      1.30%      7.28%       -4.79%        7.38%    -14.20%     11.67%
 14 days        8       25.0%     -8.27%     -7.64%      9.47%      -15.55%        0.28%    -23.69%      7.19%
 30 days        8        0.0%    -26.81%    -20.81%     10.66%      -29.73%      -11.90%    -30.60%     -3.43%
 90 days        8       25.0%    -28.95%    -17.10%     27.41%      -40.02%        5.81%    -39.17%     31.00%
180 days        3      100.0%      4.23%      9.38%      9.40%      -13.97%       32.72%      1.34%     22.56%


========================================================================================================================

Chart 12: TBTC-USD (Undervalued by 12.8%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $102.8K ($87.5K,-15% - $158.7K,+54%)
   +30d (1m): $124.9K,+21.5% ($92.7K,-10% - $168.3K,+64%)
   +60d (2m): $132.4K,+28.8% ($98.3K,-4% - $178.4K,+74%)
   +90d (3m): $140.4K,+36.6% ($104.2K,+1% - $189.1K,+84%)
   +180d (6m): $167.2K,+62.7% ($124.1K,+21% - $225.4K,+119%)
   +365d (1y): $239.7K,+133.2% ($177.8K,+73% - $323.2K,+214%)
   +EOY (188d): $169.9K,+65.3% ($126.0K,+23% - $228.9K,+123%)
   End-of-year outlook: 📈 Bullish Trend (+65.3%)
   Confidence: 93.2% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈25%)
   📅 Days until EOY 2025: 188 days | EOY Target: $169.9K (+65.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TBTC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -6.28%
Rounded target for matching: -6%
Similar historical periods found: 45
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       45       48.9%     -0.40%      0.09%      8.92%       -2.59%        2.77%    -22.29%     25.59%
 14 days       45       42.2%     -0.86%      0.59%     13.70%       -3.53%        4.70%    -32.23%     47.18%
 30 days       45       40.0%     -6.03%     -3.92%     15.89%       -8.69%        0.85%    -33.95%     42.36%
 90 days       44       45.5%     -0.71%      1.43%     28.72%       -7.30%       10.16%    -45.62%     65.68%
180 days       38       73.7%     23.14%     18.96%     47.78%        3.25%       34.66%    -56.67%    178.08%
365 days       33       63.6%     31.81%     45.42%     82.94%       16.02%       74.83%    -72.83%    209.72%


========================================================================================================================
TBTC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 24.64%
Rounded target for matching: 25%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       62.5%      2.93%      6.18%      9.40%       -1.68%       14.04%     -1.95%     28.39%
 14 days        8       75.0%     12.31%     14.27%     13.25%        3.19%       25.35%     -4.52%     32.44%
 30 days        8       75.0%     21.62%     19.30%     18.16%        4.12%       34.49%     -6.91%     44.02%
 90 days        8       87.5%     21.85%     22.25%     16.79%        8.21%       36.30%     -1.26%     50.63%
180 days        8       87.5%     36.53%     39.28%     34.84%       10.16%       68.41%    -19.66%     81.99%
365 days        6       66.7%     91.84%     59.53%     86.54%      -31.29%      150.35%    -57.26%    170.99%


========================================================================================================================

Chart 13: LEO-USD (Undervalued by 12.4%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $9.00 ($8.18,-9% - $12.89,+43%)
   +30d (1m): $10.75,+19.5% ($8.56,-5% - $13.50,+50%)
   +60d (2m): $11.25,+25.0% ($8.96,-0% - $14.13,+57%)
   +90d (3m): $11.77,+30.9% ($9.37,+4% - $14.79,+64%)
   +180d (6m): $13.50,+50.1% ($10.75,+19% - $16.97,+89%)
   +365d (1y): $17.90,+99.0% ($14.23,+58% - $22.51,+150%)
   +EOY (188d): $13.67,+51.9% ($10.88,+21% - $17.18,+91%)
   End-of-year outlook: 📈 Bullish Trend (+51.9%)
   Confidence: 89.0% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 15 periods in chart (90d ROC≈-8%)
   📅 Days until EOY 2025: 188 days | EOY Target: $13.67 (+51.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.71%
Rounded target for matching: 3%
Similar historical periods found: 102
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      102       48.0%     -0.09%      0.22%      5.67%       -0.90%        1.33%    -16.35%     25.58%
 14 days      102       52.9%      0.18%      3.21%     13.03%        0.65%        5.77%    -25.58%     90.97%
 30 days      102       60.8%      1.60%      7.13%     18.94%        3.41%       10.85%    -22.13%     65.67%
 90 days      102       67.6%      9.61%     15.71%     27.79%       10.25%       21.17%    -38.74%    109.67%
180 days       95       83.2%     38.39%     33.55%     39.97%       25.41%       41.70%    -51.85%    120.42%
365 days       83       80.7%     71.13%     70.94%     65.40%       56.66%       85.22%    -44.72%    247.52%


========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -7.87%
Rounded target for matching: -8%
Similar historical periods found: 27
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       27       48.1%     -0.00%      1.40%      5.91%       -0.93%        3.74%     -7.84%     18.98%
 14 days       27       66.7%      2.70%      2.41%      6.62%       -0.21%        5.03%     -8.51%     19.98%
 30 days       27       70.4%      4.51%      3.87%      6.50%        1.30%        6.45%     -9.87%     15.62%
 90 days       21       57.1%      8.74%     10.34%     30.08%       -3.36%       24.03%    -24.07%     75.67%
180 days       21       57.1%     37.95%     23.44%     50.58%        0.41%       46.46%    -36.12%    112.98%
365 days       18       50.0%     14.53%     18.53%     42.91%       -2.81%       39.86%    -33.84%     66.56%


========================================================================================================================

Chart 14: FTN-USD (Undervalued by 11.9%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $4.43 ($4.53,+2% - $5.59,+26%)
   +30d (1m): $5.40,+21.8% ($4.86,+10% - $5.99,+35%)
   +60d (2m): $5.79,+30.7% ($5.22,+18% - $6.43,+45%)
   +90d (3m): $6.22,+40.3% ($5.60,+26% - $6.90,+56%)
   +180d (6m): $7.68,+73.3% ($6.92,+56% - $8.52,+92%)
   +365d (1y): $11.85,+167.4% ($10.67,+141% - $13.16,+197%)
   +EOY (188d): $7.82,+76.5% ($7.05,+59% - $8.69,+96%)
   End-of-year outlook: 📈 Bullish Trend (+76.5%)
   Confidence: 98.9% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 27 periods in chart (90d ROC≈10%)
   📅 Days until EOY 2025: 188 days | EOY Target: $7.82 (+76.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.26%
Rounded target for matching: 0%
Similar historical periods found: 49
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       49       73.5%      3.80%      3.31%      4.18%        2.11%        4.51%     -8.52%     11.03%
 14 days       49       87.8%      5.93%      4.76%      4.80%        3.39%        6.14%     -9.22%     12.02%
 30 days       49       93.9%      9.30%     10.24%      6.67%        8.32%       12.16%     -1.55%     26.17%
 90 days       48      100.0%     29.73%     27.73%     11.17%       24.49%       30.98%      3.48%     48.76%
180 days       48      100.0%     62.55%     62.58%      7.92%       60.28%       64.88%     42.16%     82.46%
365 days       32      100.0%    152.27%    145.26%     17.57%      138.92%      151.59%    105.03%    168.45%


========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 10.33%
Rounded target for matching: 10%
Similar historical periods found: 27
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       27       92.6%      1.35%      1.80%      2.51%        0.80%        2.79%     -6.46%      7.38%
 14 days       27       96.3%      2.37%      3.53%      2.71%        2.46%        4.60%     -1.47%      9.84%
 30 days       27       96.3%      4.08%      7.68%      6.57%        5.09%       10.28%     -1.26%     24.09%
 90 days       10      100.0%     38.23%     40.12%      6.92%       35.17%       45.07%     29.63%     50.28%
180 days       10      100.0%     60.90%     62.76%      5.55%       58.79%       66.73%     56.73%     76.41%
365 days        3      100.0%    159.54%    159.21%      0.53%      157.90%      160.52%    158.47%    159.63%


========================================================================================================================

Chart 15: BTC-USD (Undervalued by 10.4%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $107.4K ($89.8K,-16% - $160.0K,+49%)
   +30d (1m): $127.1K,+18.4% ($95.2K,-11% - $169.6K,+58%)
   +60d (2m): $134.7K,+25.5% ($100.9K,-6% - $179.8K,+68%)
   +90d (3m): $142.8K,+33.0% ($107.0K,-0% - $190.6K,+78%)
   +180d (6m): $170.1K,+58.4% ($127.4K,+19% - $227.1K,+112%)
   +365d (1y): $243.7K,+127.0% ($182.4K,+70% - $325.6K,+203%)
   +EOY (188d): $172.8K,+60.9% ($129.4K,+21% - $230.7K,+115%)
   End-of-year outlook: 📈 Bullish Trend (+60.9%)
   Confidence: 93.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 13 periods in chart (90d ROC≈23%)
   📅 Days until EOY 2025: 188 days | EOY Target: $172.8K (+60.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BTC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -1.90%
Rounded target for matching: -2%
Similar historical periods found: 86
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       86       51.2%      0.42%      0.81%      8.77%       -1.07%        2.69%    -32.94%     23.72%
 14 days       86       59.3%      1.67%      1.55%     12.84%       -1.20%        4.30%    -31.10%     34.34%
 30 days       86       52.3%      0.90%      1.91%     22.91%       -3.00%        6.83%    -60.32%     55.33%
 90 days       84       50.0%     -0.13%      9.70%     55.65%       -2.38%       21.77%    -62.14%    355.12%
180 days       79       63.3%     26.72%     39.03%     83.94%       20.23%       57.84%    -62.12%    339.80%
365 days       70       75.7%     69.12%    101.99%    160.03%       63.83%      140.15%    -76.74%   1117.48%


========================================================================================================================
BTC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 23.15%
Rounded target for matching: 23%
Similar historical periods found: 33
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       33       57.6%      1.29%      1.42%      7.19%       -1.13%        3.97%    -13.59%     19.76%
 14 days       33       60.6%      2.95%      4.08%     12.23%       -0.26%        8.41%    -19.15%     31.94%
 30 days       33       51.5%      2.36%      8.13%     20.37%        0.90%       15.35%    -27.23%     58.94%
 90 days       32       84.4%     22.00%     34.15%     54.51%       14.50%       53.80%    -34.77%    253.60%
180 days       32       90.6%     41.42%     87.35%    112.77%       46.69%      128.00%    -57.54%    411.63%
365 days       31       87.1%    133.57%    267.55%    412.36%      116.30%      418.81%    -71.55%   2230.29%


========================================================================================================================

========================================================================================================================
🔴 TOP 13 CRYPTO INSTRUMENTS - OVERVALUED WARNINGS
========================================================================================================================
Rank Symbol          Over%    R²         Growth%      Price           Risk%      Window  
------------------------------------------------------------------------------------------------------------------------
1    WAL-USD         223.3%  0.927294    -95.6%   $0.000088          69.1%  1000d
2    TRUMP-USD        62.0%  0.807495    -94.2%   $0.000536          38.3%  365 d
3    APT-USD          41.0%  0.940897    -83.9%   $0.000131          29.1%  500 d
4    WBT-USD          36.1%  0.932193    201.2%   $47.90             26.5%  750 d
5    GRT-USD          32.4%  0.767153    -89.7%   $0.454301          24.5%  180 d
6    PEPE-USD         25.7%  0.778587    -98.3%   $0.000006          20.4%  90  d
7    STX-USD          21.9%  0.842781    -76.8%   $0.002834          17.9%  365 d
8    THETA-USD        19.3%  0.768969    -92.4%   $0.672074          16.2%  180 d
9    XTZ-USD          14.8%  0.792306    -85.7%   $0.527653          12.9%  180 d
10   ICP-USD          13.5%  0.710674    -79.8%   $4.82              11.9%  180 d
11   KAS-USD          13.2%  0.733222    -98.8%   $0.077073          11.7%  30  d
12   XMR-USD          11.0%  0.806970     89.7%   $311.67             9.9%  500 d
13   JASMY-USD        10.4%  0.729529    -98.1%   $0.013179           9.4%  30  d

📊 DISPLAYING ALL 13 OVERVALUED CRYPTO WARNING CHARTS:
--------------------------------------------------------------------------------

Chart 1: WAL-USD (Overvalued by 223.3%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000088 ($0.000007,-92% - $0.000105,+20%)
   +30d (1m): $0.000021,-76.1% ($0.000005,-94% - $0.000082,-7%)
   +60d (2m): $0.000016,-81.5% ($0.000004,-95% - $0.000063,-28%)
   +90d (3m): $0.000013,-85.7% ($0.000003,-96% - $0.000049,-44%)
   +180d (6m): $0.000006,-93.4% ($0.000001,-98% - $0.000023,-74%)
   +365d (1y): $0.000001,-98.6% ($0.000000,-100% - $0.000005,-95%)
   +EOY (188d): $0.000005,-93.8% ($0.000001,-98% - $0.000021,-76%)
   End-of-year outlook: 📉 Bearish Trend (-93.8%)
   Confidence: 92.7% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈48%)
   📅 Days until EOY 2025: 188 days | EOY Target: $0.000005 (-93.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 2: TRUMP-USD (Overvalued by 62.0%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $0.000536 ($0.000150,-72% - $0.000732,+37%)
   +30d (1m): $0.000262,-51.1% ($0.000118,-78% - $0.000580,+8%)
   +60d (2m): $0.000207,-61.3% ($0.000093,-83% - $0.000459,-14%)
   +90d (3m): $0.000164,-69.4% ($0.000074,-86% - $0.000364,-32%)
   +180d (6m): $0.000081,-84.8% ($0.000036,-93% - $0.000181,-66%)
   +365d (1y): $0.000019,-96.4% ($0.000008,-98% - $0.000043,-92%)
   +EOY (188d): $0.000076,-85.8% ($0.000034,-94% - $0.000170,-68%)
   End-of-year outlook: 📉 Bearish Trend (-85.8%)
   Confidence: 80.7% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-6%)
   📅 Days until EOY 2025: 188 days | EOY Target: $0.000076 (-85.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TRUMP - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -8.84%
Rounded target for matching: -9%
Similar historical periods found: 21
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       21       38.1%     -7.24%     -1.35%     20.89%      -10.86%        8.16%    -33.88%     49.13%
 14 days       21       52.4%      3.10%      1.12%     38.36%      -16.34%       18.58%    -50.05%     95.35%
 30 days       21       33.3%    -24.52%    -12.81%     43.98%      -32.83%        7.21%    -95.95%     90.12%
 90 days       21       47.6%     -7.66%     10.37%    113.15%      -41.13%       61.88%    -95.84%    473.97%
180 days       21       33.3%    -26.60%     42.16%    181.96%      -40.67%      124.98%    -98.64%    573.72%
365 days       18       38.9%    -31.01%    128.42%    336.22%      -38.78%      295.61%    -98.95%   1006.89%


========================================================================================================================
TRUMP - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -5.96%
Rounded target for matching: -6%
Similar historical periods found: 15
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       15       26.7%     -2.31%     59.70%    235.98%      -70.98%      190.38%    -21.07%    941.53%
 14 days       15       40.0%     -5.43%     38.49%    152.02%      -45.70%      122.67%    -30.24%    603.90%
 30 days       15       60.0%      9.21%     59.23%    160.43%      -29.61%      148.08%    -44.86%    526.35%
 90 days       14       28.6%    -14.88%     39.98%    143.02%      -42.59%      122.56%    -54.45%    465.77%
180 days       14       35.7%    -32.73%    250.08%    949.84%     -298.34%      798.50%    -60.63%   3668.01%
365 days       14       50.0%     17.05%    141.15%    218.69%       14.88%      267.42%    -80.10%    451.34%


========================================================================================================================

Chart 3: APT-USD (Overvalued by 41.0%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $0.000131 ($0.000065,-50% - $0.000133,+1%)
   +30d (1m): $0.000080,-38.9% ($0.000056,-57% - $0.000114,-13%)
   +60d (2m): $0.000069,-47.5% ($0.000048,-63% - $0.000098,-25%)
   +90d (3m): $0.000059,-54.8% ($0.000041,-68% - $0.000085,-35%)
   +180d (6m): $0.000038,-71.2% ($0.000026,-80% - $0.000054,-59%)
   +365d (1y): $0.000015,-88.6% ($0.000010,-92% - $0.000022,-84%)
   +EOY (188d): $0.000036,-72.3% ($0.000025,-81% - $0.000052,-60%)
   End-of-year outlook: 📉 Bearish Trend (-72.3%)
   Confidence: 94.1% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈-6%)
   📅 Days until EOY 2025: 188 days | EOY Target: $0.000036 (-72.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -2.88%
Rounded target for matching: -3%
Similar historical periods found: 43
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       43       11.6%     -1.47%     -3.01%     20.50%       -9.32%        3.30%    -51.79%    103.03%
 14 days       43        4.7%     -2.90%    -14.26%     18.75%      -20.03%       -8.49%    -55.36%      2.24%
 30 days       43       20.9%     -3.52%    -11.85%     25.46%      -19.68%       -4.01%    -50.77%     39.42%
 90 days       33        6.1%    -46.56%     14.60%    232.91%      -67.99%       97.19%    -81.25%   1273.38%
180 days       19       10.5%    -69.52%    -15.10%    170.22%      -97.14%       66.95%    -91.98%    548.39%
365 days       14       14.3%    -81.97%    -51.38%     82.12%      -98.79%       -3.96%    -98.04%    144.52%


========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.35%
Rounded target for matching: -6%
Similar historical periods found: 13
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       13       53.8%      0.51%     -1.87%     22.59%      -15.52%       11.78%    -66.34%     42.54%
 14 days       13        7.7%     -3.21%    -11.75%     20.16%      -23.93%        0.44%    -78.25%      2.24%
 30 days       13        7.7%     -3.65%     -7.91%     33.11%      -27.92%       12.10%    -80.44%     82.05%
 90 days        7       42.9%    -83.72%    613.16%    898.48%     -217.80%     1444.12%    -86.31%   2384.83%
180 days        7       57.1%    119.13%    151.70%    225.55%      -56.90%      360.29%    -85.77%    475.00%
365 days        7       42.9%    -22.19%     35.69%     81.96%      -40.11%      111.49%    -40.99%    152.56%


========================================================================================================================

Chart 4: WBT-USD (Overvalued by 36.1%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $47.90 ($24.88,-48% - $49.82,+4%)
   +30d (1m): $38.54,-19.5% ($27.24,-43% - $54.55,+14%)
   +60d (2m): $42.20,-11.9% ($29.81,-38% - $59.73,+25%)
   +90d (3m): $46.20,-3.5% ($32.64,-32% - $65.40,+37%)
   +180d (6m): $60.64,+26.6% ($42.81,-11% - $85.87,+79%)
   +365d (1y): $106.02,+121.3% ($74.78,+56% - $150.33,+214%)
   +EOY (188d): $62.12,+29.7% ($43.86,-8% - $87.98,+84%)
   End-of-year outlook: 📈 Bullish Trend (+29.7%)
   Confidence: 93.2% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈65%)
   📅 Days until EOY 2025: 188 days | EOY Target: $62.12 (+29.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 5: GRT-USD (Overvalued by 32.4%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.454301 ($0.240460,-47% - $0.489552,+8%)
   +30d (1m): $0.284660,-37.3% ($0.199057,-56% - $0.407076,-10%)
   +60d (2m): $0.236174,-48.0% ($0.164680,-64% - $0.338706,-25%)
   +90d (3m): $0.195947,-56.9% ($0.136158,-70% - $0.281989,-38%)
   +180d (6m): $0.111906,-75.4% ($0.076691,-83% - $0.163293,-64%)
   +365d (1y): $0.035381,-92.2% ($0.023234,-95% - $0.053879,-88%)
   +EOY (188d): $0.106470,-76.6% ($0.072858,-84% - $0.155590,-66%)
   End-of-year outlook: 📉 Bearish Trend (-76.6%)
   Confidence: 76.7% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 188 days | EOY Target: $0.106470 (-76.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 6: PEPE-USD (Overvalued by 25.7%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 90 days):
   Current: $0.000006 ($0.000004,-42% - $0.000007,+9%)
   +30d (1m): $0.000004,-43.0% ($0.000003,-59% - $0.000005,-21%)
   +60d (2m): $0.000003,-59.2% ($0.000002,-71% - $0.000004,-43%)
   +90d (3m): $0.000002,-70.8% ($0.000001,-79% - $0.000003,-59%)
   +180d (6m): $0.000001,-89.3% ($0.000000,-93% - $0.000001,-84%)
   +365d (1y): $0.000000,-98.6% ($0.000000,-99% - $0.000000,-98%)
   +EOY (188d): $0.000001,-90.2% ($0.000000,-94% - $0.000001,-85%)
   End-of-year outlook: 📉 Bearish Trend (-90.2%)
   Confidence: 77.9% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 188 days | EOY Target: $0.000001 (-90.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 7: STX-USD (Overvalued by 21.9%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $0.002834 ($0.001623,-43% - $0.003333,+18%)
   +30d (1m): $0.002063,-27.2% ($0.001439,-49% - $0.002958,+4%)
   +60d (2m): $0.001830,-35.4% ($0.001276,-55% - $0.002625,-7%)
   +90d (3m): $0.001623,-42.7% ($0.001131,-60% - $0.002330,-18%)
   +180d (6m): $0.001133,-60.0% ($0.000787,-72% - $0.001630,-42%)
   +365d (1y): $0.000541,-80.9% ($0.000373,-87% - $0.000784,-72%)
   +EOY (188d): $0.001097,-61.3% ($0.000762,-73% - $0.001579,-44%)
   End-of-year outlook: 📉 Bearish Trend (-61.3%)
   Confidence: 84.3% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-9%)
   📅 Days until EOY 2025: 188 days | EOY Target: $0.001097 (-61.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
STX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 5.10%
Rounded target for matching: 5%
Similar historical periods found: 14
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       14       35.7%     -1.09%      0.39%     14.77%       -8.14%        8.92%    -19.94%     38.65%
 14 days       14       35.7%     -9.06%     -0.28%     20.34%      -12.03%       11.46%    -27.51%     53.33%
 30 days       14       64.3%     25.41%     23.13%     35.86%        2.42%       43.83%    -21.06%     86.37%
 90 days       14       50.0%      4.24%    729.02%   2646.39%     -798.96%     2257.00%    -99.06%  10269.71%
180 days       13       46.2%    -12.37%     13.29%     86.03%      -38.70%       65.28%    -99.24%    226.41%
365 days       13       53.8%     35.99%     77.14%    196.22%      -41.44%      195.71%    -99.86%    478.11%


========================================================================================================================
STX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -8.57%
Rounded target for matching: -9%
Similar historical periods found: 11
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       11       63.6%      3.56%      2.44%     13.15%       -6.39%       11.28%    -22.96%     26.35%
 14 days       11       81.8%      8.95%     10.69%     28.15%       -8.22%       29.61%    -28.66%     82.41%
 30 days       11       54.5%     21.92%     14.68%     34.63%       -8.58%       37.95%    -23.38%     95.57%
 90 days       11       63.6%     51.66%     79.63%    125.54%       -4.71%      163.97%    -99.34%    339.51%
180 days       11       81.8%     81.97%    209.66%    342.39%      -20.36%      439.68%    -99.50%   1212.96%
365 days       10       90.0%    434.13%    870.99%    954.50%      188.18%     1553.80%    -99.28%   2462.06%


========================================================================================================================

Chart 8: THETA-USD (Overvalued by 19.3%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.672074 ($0.377165,-44% - $0.841190,+25%)
   +30d (1m): $0.455772,-32.2% ($0.304418,-55% - $0.682378,+2%)
   +60d (2m): $0.368793,-45.1% ($0.245530,-63% - $0.553938,-18%)
   +90d (3m): $0.298413,-55.6% ($0.197899,-71% - $0.449981,-33%)
   +180d (6m): $0.158097,-76.5% ($0.103219,-85% - $0.242153,-64%)
   +365d (1y): $0.042836,-93.6% ($0.026652,-96% - $0.068847,-90%)
   +EOY (188d): $0.149417,-77.8% ($0.097390,-86% - $0.229238,-66%)
   End-of-year outlook: 📉 Bearish Trend (-77.8%)
   Confidence: 76.9% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-31%)
   📅 Days until EOY 2025: 188 days | EOY Target: $0.149417 (-77.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
THETA - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -20.75%
Rounded target for matching: -21%
Similar historical periods found: 34
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       34       50.0%      0.35%     -0.24%     14.21%       -5.20%        4.72%    -26.71%     52.68%
 14 days       34       50.0%      0.30%      2.34%     17.61%       -3.81%        8.48%    -29.24%     69.13%
 30 days       34       44.1%     -2.99%      1.66%     39.51%      -12.13%       15.44%    -49.13%    191.28%
 90 days       33       54.5%      5.47%     32.98%     89.23%        1.34%       64.62%    -68.41%    264.37%
180 days       31       51.6%      1.47%    175.53%    377.79%       36.96%      314.11%    -74.52%   1839.43%
365 days       30       73.3%     80.92%    478.23%    943.72%      125.83%      830.62%    -85.65%   3023.25%


========================================================================================================================
THETA - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -31.49%
Rounded target for matching: -31%
Similar historical periods found: 30
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       30       63.3%      5.13%      2.41%     14.42%       -2.98%        7.80%    -32.63%     44.86%
 14 days       30       66.7%      6.57%      6.12%     18.39%       -0.75%       12.99%    -27.31%     55.69%
 30 days       30       53.3%      3.70%     11.59%     27.64%        1.27%       21.91%    -27.83%    100.49%
 90 days       30       53.3%     18.94%     15.02%     64.15%       -8.94%       38.97%    -58.44%    302.35%
180 days       29       58.6%      1.89%     43.14%    143.57%      -11.47%       97.75%    -75.14%    694.54%
365 days       28       82.1%     81.78%    516.27%   1964.06%     -245.31%     1277.86%    -81.38%  10652.83%


========================================================================================================================

Chart 9: XTZ-USD (Overvalued by 14.8%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.527653 ($0.346483,-34% - $0.610112,+16%)
   +30d (1m): $0.391830,-25.7% ($0.294755,-44% - $0.520876,-1%)
   +60d (2m): $0.333926,-36.7% ($0.250625,-53% - $0.444912,-16%)
   +90d (3m): $0.284578,-46.1% ($0.213000,-60% - $0.380211,-28%)
   +180d (6m): $0.176140,-66.6% ($0.130391,-75% - $0.237941,-55%)
   +365d (1y): $0.065705,-87.5% ($0.047015,-91% - $0.091824,-83%)
   +EOY (188d): $0.168787,-68.0% ($0.124801,-76% - $0.228275,-57%)
   End-of-year outlook: 📉 Bearish Trend (-68.0%)
   Confidence: 79.2% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈-28%)
   📅 Days until EOY 2025: 188 days | EOY Target: $0.168787 (-68.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XTZ - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -13.54%
Rounded target for matching: -14%
Similar historical periods found: 28
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       28       53.6%      0.40%      0.95%     11.51%       -3.52%        5.41%    -18.53%     25.74%
 14 days       28       50.0%      0.45%      2.33%     18.57%       -4.87%        9.53%    -24.39%     58.72%
 30 days       28       46.4%     -2.96%      4.81%     30.67%       -7.08%       16.70%    -43.75%     81.49%
 90 days       24       54.2%      3.62%     25.06%     70.32%       -4.63%       54.75%    -65.26%    191.51%
180 days       23       52.2%     26.48%     25.71%     83.37%      -10.34%       61.76%    -90.71%    242.37%
365 days       19       36.8%    -49.43%     -2.35%     81.66%      -41.71%       37.01%    -67.90%    188.99%


========================================================================================================================
XTZ - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -27.74%
Rounded target for matching: -28%
Similar historical periods found: 33
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       33       45.5%     -0.96%     -0.44%      8.03%       -3.29%        2.40%    -15.43%     14.46%
 14 days       33       42.4%     -2.06%      2.36%     18.44%       -4.18%        8.90%    -26.82%     57.24%
 30 days       33       45.5%     -1.49%      1.29%     24.71%       -7.47%       10.05%    -40.98%     90.10%
 90 days       28       50.0%      1.61%      7.15%     51.82%      -12.94%       27.24%    -64.53%    178.21%
180 days       28       67.9%     19.41%     42.14%     86.91%        8.44%       75.84%    -56.65%    227.66%
365 days       25       40.0%     -4.83%     44.97%    112.35%       -1.41%       91.35%    -74.69%    235.36%


========================================================================================================================

Chart 10: ICP-USD (Overvalued by 13.5%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $4.82 ($3.18,-34% - $5.68,+18%)
   +30d (1m): $3.73,-22.7% ($2.78,-42% - $4.99,+3%)
   +60d (2m): $3.27,-32.2% ($2.44,-49% - $4.38,-9%)
   +90d (3m): $2.87,-40.6% ($2.13,-56% - $3.85,-20%)
   +180d (6m): $1.93,-59.9% ($1.42,-71% - $2.63,-45%)
   +365d (1y): $0.859752,-82.2% ($0.610395,-87% - $1.21,-75%)
   +EOY (188d): $1.87,-61.3% ($1.37,-72% - $2.54,-47%)
   End-of-year outlook: 📉 Bearish Trend (-61.3%)
   Confidence: 71.1% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 4 periods in chart (90d ROC≈-21%)
   📅 Days until EOY 2025: 188 days | EOY Target: $1.87 (-61.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ICP - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -7.62%
Rounded target for matching: -8%
Similar historical periods found: 25
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       25       68.0%      3.15%      2.03%     12.18%       -3.00%        7.06%    -27.48%     23.74%
 14 days       25       52.0%      1.16%      0.71%     12.74%       -4.55%        5.97%    -31.86%     26.72%
 30 days       25       44.0%     -5.78%     -1.45%     21.54%      -10.34%        7.45%    -40.80%     45.02%
 90 days       23       26.1%    -16.40%      2.73%     78.83%      -31.36%       36.82%    -57.63%    329.92%
180 days       22       18.2%    -27.04%     14.13%    126.44%      -41.93%       70.19%    -83.42%    476.21%
365 days       19       42.1%    -41.24%     36.64%    116.84%      -19.68%       92.95%    -90.79%    262.98%


========================================================================================================================
ICP - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -20.85%
Rounded target for matching: -21%
Similar historical periods found: 17
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       17       47.1%     -0.39%     -1.69%      7.98%       -5.79%        2.42%    -14.10%     15.20%
 14 days       17       35.3%     -7.96%     -6.58%     14.36%      -13.96%        0.80%    -41.58%     23.78%
 30 days       17       17.6%    -10.39%    -10.21%     20.54%      -20.77%        0.35%    -49.32%     51.43%
 90 days       16       25.0%    -23.99%    -14.11%     31.53%      -30.91%        2.69%    -58.50%     55.76%
180 days       13       38.5%     -6.35%     35.52%    127.01%      -41.24%      112.27%    -81.37%    318.08%
365 days       10       60.0%    101.09%     48.52%    103.99%      -25.87%      122.92%    -91.87%    155.80%


========================================================================================================================

Chart 11: KAS-USD (Overvalued by 13.2%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $0.077073 ($0.059329,-23% - $0.078134,+1%)
   +30d (1m): $0.047323,-38.6% ($0.039550,-49% - $0.056623,-27%)
   +60d (2m): $0.032891,-57.3% ($0.025803,-67% - $0.041927,-46%)
   +90d (3m): $0.022861,-70.3% ($0.016687,-78% - $0.031319,-59%)
   +180d (6m): $0.007676,-90.0% ($0.004437,-94% - $0.013280,-83%)
   +365d (1y): $0.000814,-98.9% ($0.000286,-100% - $0.002319,-97%)
   +EOY (188d): $0.006966,-91.0% ($0.003942,-95% - $0.012311,-84%)
   End-of-year outlook: 📉 Bearish Trend (-91.0%)
   Confidence: 73.3% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 188 days | EOY Target: $0.006966 (-91.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
KAS - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -26.55%
Rounded target for matching: -27%
Similar historical periods found: 9
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        9       66.7%     14.74%     30.72%     62.87%      -17.60%       79.05%    -33.10%    198.50%
 14 days        9       66.7%      7.42%     28.95%     51.51%      -10.65%       68.55%    -19.71%    154.68%
 30 days        9       66.7%      0.72%    125.74%    326.85%     -125.50%      376.98%    -15.99%   1047.57%
 90 days        9       88.9%     20.03%     98.19%    168.71%      -31.49%      227.87%     -8.57%    553.56%
180 days        7       85.7%     68.47%    479.58%    720.36%     -186.63%     1145.80%     -5.83%   2133.33%
365 days        6       66.7%    261.48%   2608.75%   5216.50%    -2865.63%     8083.13%    -41.72%  14245.32%


========================================================================================================================
KAS - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 2.08%
Rounded target for matching: 2%
Similar historical periods found: 5
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        5       80.0%     14.65%     15.22%     13.51%       -1.55%       32.00%     -1.11%     37.41%
 14 days        5       40.0%     -2.79%      6.84%     17.71%      -15.15%       28.83%    -12.35%     32.81%
 30 days        5       20.0%    -22.89%     13.71%     70.23%      -73.49%      100.91%    -28.46%    153.39%
 90 days        5       20.0%    -43.33%    -10.12%     60.29%      -84.97%       64.74%    -51.27%    107.06%
180 days        5       40.0%    -39.94%     40.93%    139.17%     -131.88%      213.73%    -47.19%    314.60%


========================================================================================================================

Chart 12: XMR-USD (Overvalued by 11.0%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $311.67 ($219.94,-29% - $358.51,+15%)
   +30d (1m): $295.98,-5.0% ($231.79,-26% - $377.96,+21%)
   +60d (2m): $311.98,+0.1% ($244.26,-22% - $398.47,+28%)
   +90d (3m): $328.84,+5.5% ($257.41,-17% - $420.10,+35%)
   +180d (6m): $385.08,+23.6% ($301.19,-3% - $492.34,+58%)
   +365d (1y): $532.74,+70.9% ($415.75,+33% - $682.64,+119%)
   +EOY (188d): $390.53,+25.3% ($305.42,-2% - $499.34,+60%)
   End-of-year outlook: 📈 Bullish Trend (+25.3%)
   Confidence: 80.7% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈39%)
   📅 Days until EOY 2025: 188 days | EOY Target: $390.53 (+25.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XMR - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -22.54%
Rounded target for matching: -23%
Similar historical periods found: 19
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       19       68.4%      5.66%      2.52%     13.86%       -4.16%        9.20%    -27.20%     24.31%
 14 days       19       68.4%     10.95%      8.22%     15.86%        0.57%       15.86%    -19.54%     39.77%
 30 days       19       63.2%      5.22%      0.92%     17.49%       -7.51%        9.35%    -38.34%     29.94%
 90 days       19       47.4%     -3.36%     -4.42%     28.23%      -18.02%        9.19%    -50.48%     70.72%
180 days       19       26.3%    -19.00%    -13.14%     35.17%      -30.09%        3.81%    -59.19%     97.72%
365 days       19       42.1%     -8.51%     32.59%    110.92%      -20.88%       86.05%    -85.87%    413.93%


========================================================================================================================
XMR - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 38.50%
Rounded target for matching: 39%
Similar historical periods found: 11
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       11       27.3%     -1.46%      0.30%     13.66%       -8.88%        9.47%    -30.50%     29.71%
 14 days       11       45.5%     -0.86%      6.02%     29.23%      -13.62%       25.65%    -41.92%     82.57%
 30 days       11       54.5%      0.52%      1.29%     29.09%      -18.25%       20.83%    -54.43%     55.25%
 90 days       11       54.5%     26.60%     22.72%     58.36%      -16.48%       61.93%    -54.63%    172.11%
180 days        9       33.3%    -13.44%     -0.69%     42.30%      -33.20%       31.83%    -67.59%     65.32%
365 days        9       33.3%    -25.86%     -8.33%     69.98%      -62.12%       45.46%    -86.46%    174.30%


========================================================================================================================

Chart 13: JASMY-USD (Overvalued by 10.4%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $0.013179 ($0.010549,-20% - $0.013516,+3%)
   +30d (1m): $0.008632,-34.5% ($0.007345,-44% - $0.010146,-23%)
   +60d (2m): $0.006241,-52.6% ($0.005016,-62% - $0.007765,-41%)
   +90d (3m): $0.004512,-65.8% ($0.003398,-74% - $0.005990,-55%)
   +180d (6m): $0.001705,-87.1% ($0.001041,-92% - $0.002792,-79%)
   +365d (1y): $0.000231,-98.3% ($0.000090,-99% - $0.000591,-96%)
   +EOY (188d): $0.001563,-88.1% ($0.000936,-93% - $0.002610,-80%)
   End-of-year outlook: 📉 Bearish Trend (-88.1%)
   Confidence: 73.0% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 188 days | EOY Target: $0.001563 (-88.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
JASMY - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -23.82%
Rounded target for matching: -24%
Similar historical periods found: 17
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       17       41.2%     -6.59%     -3.11%     13.18%       -9.88%        3.67%    -24.91%     22.50%
 14 days       17       35.3%     -8.61%     -3.72%     23.99%      -16.06%        8.61%    -33.02%     54.55%
 30 days       17       35.3%    -24.54%      6.71%     83.11%      -36.02%       49.44%    -56.33%    315.61%
 90 days       17       17.6%    -24.38%    -14.83%     76.14%      -53.97%       24.32%    -99.25%    239.68%
180 days       14       35.7%    -18.85%     15.37%    149.00%      -70.66%      101.40%    -98.97%    520.49%
365 days       12       50.0%     30.09%    165.76%    295.84%      -22.20%      353.73%    -98.58%    866.01%


========================================================================================================================
JASMY - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 4.40%
Rounded target for matching: 4%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       50.0%      3.48%      5.20%     17.54%       -9.47%       19.86%    -21.51%     42.14%
 14 days        8       62.5%      5.94%      6.77%     17.06%       -7.49%       21.03%    -18.31%     28.51%
 30 days        8       37.5%     -2.90%     15.80%     39.09%      -16.88%       48.48%    -18.36%    102.14%
 90 days        8       62.5%      9.27%      9.90%     28.80%      -14.18%       33.98%    -28.34%     67.33%
180 days        8       75.0%     45.91%    148.84%    195.76%      -14.82%      312.50%    -64.40%    503.19%
365 days        5       80.0%    351.82%    322.66%    206.83%       65.84%      579.48%    -64.57%    545.52%


========================================================================================================================

CRYPTO STATISTICS:
------------------------------------------------------------
Total crypto instruments analyzed: 97
Average R-squared: 0.7354
Best R-squared: 0.989236
Average annual growth: 614709.8%

Valuation breakdown:
  🟡 FAIR_VALUE: 35 (36.1%) - Hold/Monitor
  🟢 UNDERVALUED: 15 (15.5%) - Buy Opportunities
  🔴 OVERVALUED: 13 (13.4%) - Sell Warnings

Optimal window distribution:
  30 days: 32 instruments (33.0%)
  60 days: 4 instruments (4.1%)
  90 days: 10 instruments (10.3%)
  120 days: 3 instruments (3.1%)
  180 days: 15 instruments (15.5%)

📊 CRYPTO TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 15
  🔴 High-quality overvalued warnings: 13
  📈 Top trend performers displayed: 15
  💡 Consider buying undervalued cryptos with strong trends
  ⚠️  Consider reducing overvalued crypto positions

========================================================================================================================
🔥 TOP 8 CURRENCY INSTRUMENTS - BEST TREND ANALYSIS
========================================================================================================================
Rank Symbol          R²         Window   Growth%      Price           Valuation    Deviation%
------------------------------------------------------------------------------------------------------------------------
1    GBPUSD=X        0.935062 120 d        40.7%   1.3615          🟡 FAIR          -0.6%
2    DX-Y.NYB        0.913250 120 d       -31.0%   97.680          🟡 FAIR           0.6%
3    EURUSD=X        0.909587 120 d        49.9%   1.1612          🟡 FAIR          -0.4%
4    USDCHF=X        0.882251 120 d       -35.3%   0.8051          🟡 FAIR           0.2%
5    USDCAD=X        0.811598 90  d       -21.4%   1.3727          🟡 FAIR           0.9%
6    USDJPY=X        0.778681 120 d       -25.3%   144.96          🟡 FAIR           2.4%
7    NZDUSD=X        0.773176 120 d        28.0%   0.6011          🟡 FAIR          -0.4%
8    AUDUSD=X        0.637022 1000d        -4.8%   0.6496          🟡 FAIR           nan%

📊 DISPLAYING ALL 8 CURRENCY TREND LEADER CHARTS:
--------------------------------------------------------------------------------

Chart 1: GBPUSD=X (R² = 0.9351)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 1.3615 (1.3467,-1% - 1.3937,+2%)
   +30d (1m): 1.4090,+3.5% (1.3846,+2% - 1.4338,+5%)
   +60d (2m): 1.4491,+6.4% (1.4235,+5% - 1.4751,+8%)
   +90d (3m): 1.4903,+9.5% (1.4634,+7% - 1.5177,+11%)
   +180d (6m): 1.6212,+19.1% (1.5890,+17% - 1.6540,+21%)
   +365d (1y): 1.9275,+41.6% (1.8791,+38% - 1.9771,+45%)
   +EOY (188d): 1.6334,+20.0% (1.6006,+18% - 1.6668,+22%)
   End-of-year outlook: 📈 Bullish Trend (+20.0%)
   Confidence: 93.5% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 188 days | EOY Target: 1.6334 (+20.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GBPUSD - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.33%
Rounded target for matching: 2%
Similar historical periods found: 674
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      674       48.5%     -0.05%     -0.04%      1.39%       -0.14%        0.07%    -10.14%      5.12%
 14 days      674       47.6%     -0.08%     -0.08%      2.03%       -0.24%        0.07%    -11.78%      6.53%
 30 days      674       47.6%     -0.11%     -0.19%      2.96%       -0.41%        0.04%    -11.65%     12.14%
 90 days      666       50.2%      0.04%     -0.76%      5.35%       -1.17%       -0.35%    -26.22%     15.65%
180 days      666       39.9%     -1.08%     -1.97%      7.85%       -2.57%       -1.37%    -30.83%     18.51%
365 days      634       32.5%     -3.01%     -4.01%      9.32%       -4.74%       -3.28%    -32.10%     13.93%


========================================================================================================================
GBPUSD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 8.19%
Rounded target for matching: 8%
Similar historical periods found: 64
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       64       35.9%     -0.33%     -0.35%      1.51%       -0.73%        0.03%     -4.41%      4.14%
 14 days       64       45.3%     -0.08%     -0.41%      1.73%       -0.84%        0.02%     -4.32%      4.17%
 30 days       64       35.9%     -0.56%     -0.51%      1.99%       -1.01%       -0.02%     -4.70%      4.60%
 90 days       64       64.1%      1.14%      0.18%      3.59%       -0.71%        1.08%     -7.75%      6.08%
180 days       64       62.5%      1.86%      1.07%      4.99%       -0.17%        2.32%    -12.62%      9.27%
365 days       64       67.2%      1.07%      0.63%      6.05%       -0.88%        2.15%    -15.38%      9.93%


========================================================================================================================

Chart 2: DX-Y.NYB (R² = 0.9133)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 97.680 (95.046,-3% - 99.290,+2%)
   +30d (1m): 94.227,-3.5% (92.162,-6% - 96.339,-1%)
   +60d (2m): 91.397,-6.4% (89.354,-9% - 93.488,-4%)
   +90d (3m): 88.653,-9.2% (86.621,-11% - 90.731,-7%)
   +180d (6m): 80.902,-17.2% (78.866,-19% - 82.991,-15%)
   +365d (1y): 67.034,-31.4% (64.903,-34% - 69.235,-29%)
   +EOY (188d): 80.247,-17.8% (78.209,-20% - 82.339,-16%)
   End-of-year outlook: 📉 Bearish Trend (-17.8%)
   Confidence: 91.3% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈-8%)
   📅 Days until EOY 2025: 188 days | EOY Target: 80.247 (-17.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
DXY - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -3.29%
Rounded target for matching: -3%
Similar historical periods found: 1109
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     1109       42.7%     -0.22%     -0.18%      1.33%       -0.26%       -0.10%     -4.57%      6.77%
 14 days     1109       39.2%     -0.49%     -0.37%      1.85%       -0.48%       -0.26%     -6.54%      6.33%
 30 days     1109       43.0%     -0.52%     -0.38%      2.86%       -0.55%       -0.21%     -8.18%     13.16%
 90 days     1091       46.3%     -0.80%     -0.24%      4.93%       -0.53%        0.06%    -12.49%     19.58%
180 days     1090       44.4%     -0.93%     -0.43%      7.15%       -0.85%       -0.00%    -22.49%     17.95%
365 days     1067       53.2%      0.92%      0.65%     10.71%        0.01%        1.29%    -29.70%     26.01%


========================================================================================================================
DXY - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -8.34%
Rounded target for matching: -8%
Similar historical periods found: 381
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      381       52.0%      0.09%      0.06%      1.36%       -0.08%        0.19%     -6.03%      4.78%
 14 days      381       47.0%     -0.16%     -0.19%      1.99%       -0.39%        0.01%     -7.23%      5.89%
 30 days      381       47.0%     -0.32%     -0.42%      2.66%       -0.69%       -0.16%     -8.30%     10.88%
 90 days      375       44.5%     -0.58%     -0.60%      5.15%       -1.13%       -0.08%    -12.85%     15.95%
180 days      375       54.1%      0.56%     -0.48%      8.60%       -1.35%        0.39%    -21.18%     18.75%
365 days      375       61.6%      1.30%     -0.42%     11.19%       -1.56%        0.71%    -29.92%     27.22%


========================================================================================================================

Chart 3: EURUSD=X (R² = 0.9096)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 1.1612 (1.1375,-2% - 1.1944,+3%)
   +30d (1m): 1.2050,+3.8% (1.1756,+1% - 1.2352,+6%)
   +60d (2m): 1.2458,+7.3% (1.2148,+5% - 1.2777,+10%)
   +90d (3m): 1.2880,+10.9% (1.2551,+8% - 1.3218,+14%)
   +180d (6m): 1.4233,+22.6% (1.3834,+19% - 1.4644,+26%)
   +365d (1y): 1.7477,+50.5% (1.6858,+45% - 1.8119,+56%)
   +EOY (188d): 1.4360,+23.7% (1.3953,+20% - 1.4779,+27%)
   End-of-year outlook: 📈 Bullish Trend (+23.7%)
   Confidence: 91.0% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 188 days | EOY Target: 1.4360 (+23.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
EURUSD - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 3.81%
Rounded target for matching: 4%
Similar historical periods found: 299
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      299       53.5%      0.13%      0.09%      1.55%       -0.09%        0.26%     -4.86%      4.85%
 14 days      299       55.2%      0.29%      0.23%      1.93%        0.01%        0.45%     -5.23%      5.12%
 30 days      299       53.8%      0.27%      0.59%      2.76%        0.28%        0.91%     -6.87%      6.82%
 90 days      283       60.1%      1.43%      0.87%      4.18%        0.38%        1.36%    -11.62%      9.02%
180 days      283       48.4%     -0.14%     -0.60%      7.27%       -1.45%        0.25%    -18.97%     13.60%
365 days      283       33.9%     -4.05%     -3.03%      7.31%       -3.89%       -2.18%    -23.39%     17.27%


========================================================================================================================
EURUSD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 10.71%
Rounded target for matching: 11%
Similar historical periods found: 30
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       30       53.3%      0.10%      0.05%      1.47%       -0.50%        0.60%     -3.46%      2.63%
 14 days       30       66.7%      0.81%      0.21%      1.92%       -0.51%        0.92%     -3.85%      2.69%
 30 days       30       56.7%      0.35%     -0.34%      2.15%       -1.14%        0.47%     -6.31%      3.38%
 90 days       30       60.0%      0.57%      0.62%      3.75%       -0.78%        2.02%     -9.82%      7.72%
180 days       30       36.7%     -1.93%     -2.11%      5.94%       -4.33%        0.11%    -18.91%      8.22%
365 days       30        6.7%     -3.16%     -3.88%      2.59%       -4.85%       -2.91%    -10.08%      0.94%


========================================================================================================================

Chart 4: USDCHF=X (R² = 0.8823)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 0.8051 (0.7797,-3% - 0.8286,+3%)
   +30d (1m): 0.7755,-3.7% (0.7520,-7% - 0.7998,-1%)
   +60d (2m): 0.7483,-7.1% (0.7251,-10% - 0.7722,-4%)
   +90d (3m): 0.7220,-10.3% (0.6991,-13% - 0.7456,-7%)
   +180d (6m): 0.6485,-19.5% (0.6259,-22% - 0.6719,-17%)
   +365d (1y): 0.5201,-35.4% (0.4973,-38% - 0.5440,-32%)
   +EOY (188d): 0.6423,-20.2% (0.6198,-23% - 0.6657,-17%)
   End-of-year outlook: 📉 Bearish Trend (-20.2%)
   Confidence: 88.2% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 188 days | EOY Target: 0.6423 (-20.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
USDCHF - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -4.08%
Rounded target for matching: -4%
Similar historical periods found: 271
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      271       51.3%      0.03%     -0.03%      1.65%       -0.23%        0.17%     -5.35%      5.54%
 14 days      271       43.2%     -0.29%     -0.28%      2.06%       -0.52%       -0.03%     -5.69%      5.68%
 30 days      271       50.2%      0.04%     -0.16%      2.69%       -0.49%        0.16%     -9.14%      7.86%
 90 days      267       52.1%      0.28%     -0.01%      5.17%       -0.63%        0.62%    -16.62%     14.38%
180 days      267       48.7%     -0.08%     -0.10%      6.29%       -0.86%        0.65%    -15.11%     14.21%
365 days      252       51.6%      0.40%     -0.14%      6.51%       -0.95%        0.66%    -18.23%     15.11%


========================================================================================================================
USDCHF - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -10.52%
Rounded target for matching: -11%
Similar historical periods found: 40
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       40       55.0%      0.17%      0.04%      2.51%       -0.76%        0.85%     -4.99%      4.45%
 14 days       40       47.5%     -0.09%      0.70%      3.62%       -0.46%        1.85%     -8.52%     10.64%
 30 days       40       55.0%      1.42%      1.40%      5.27%       -0.28%        3.09%    -12.83%     16.15%
 90 days       40       82.5%      6.66%      6.41%      5.52%        4.64%        8.17%     -5.66%     18.63%
180 days       40       95.0%      9.85%      9.78%      7.16%        7.50%       12.07%    -15.73%     21.65%
365 days       40       90.0%      7.27%      7.18%      5.72%        5.36%        9.01%     -8.44%     17.49%


========================================================================================================================

Chart 5: USDCAD=X (R² = 0.8116)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 90 days):
   Current: 1.3727 (1.3382,-3% - 1.3838,+1%)
   +30d (1m): 1.3341,-2.8% (1.3113,-4% - 1.3573,-1%)
   +60d (2m): 1.3080,-4.7% (1.2848,-6% - 1.3316,-3%)
   +90d (3m): 1.2823,-6.6% (1.2585,-8% - 1.3066,-5%)
   +180d (6m): 1.2084,-12.0% (1.1818,-14% - 1.2356,-10%)
   +365d (1y): 1.0696,-22.1% (1.0360,-25% - 1.1042,-20%)
   +EOY (188d): 1.2021,-12.4% (1.1752,-14% - 1.2296,-10%)
   End-of-year outlook: 📉 Bearish Trend (-12.4%)
   Confidence: 81.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈-3%)
   📅 Days until EOY 2025: 188 days | EOY Target: 1.2021 (-12.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
USDCAD - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -1.47%
Rounded target for matching: -1%
Similar historical periods found: 869
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      869       50.7%      0.03%      0.04%      1.16%       -0.04%        0.11%     -4.49%      3.41%
 14 days      869       54.5%      0.22%      0.13%      1.68%        0.01%        0.24%     -5.56%      6.09%
 30 days      869       52.5%      0.19%      0.03%      2.39%       -0.13%        0.19%     -7.81%      6.83%
 90 days      861       56.6%      0.65%      0.33%      4.52%        0.03%        0.63%    -12.17%     28.78%
180 days      858       56.9%      0.74%      0.88%      7.01%        0.41%        1.35%    -20.81%     29.94%
365 days      839       56.6%      1.45%      1.53%      8.69%        0.95%        2.12%    -18.66%     29.60%


========================================================================================================================
USDCAD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -3.22%
Rounded target for matching: -3%
Similar historical periods found: 303
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      303       47.9%     -0.05%     -0.06%      1.27%       -0.20%        0.09%     -4.79%      4.49%
 14 days      303       41.9%     -0.42%     -0.14%      1.74%       -0.33%        0.06%     -5.55%      5.24%
 30 days      303       39.9%     -0.80%     -0.55%      2.32%       -0.81%       -0.29%     -9.89%      5.88%
 90 days      297       44.4%     -1.13%     -0.63%      3.69%       -1.05%       -0.21%    -10.63%     10.79%
180 days      297       50.2%      0.02%      0.65%      6.33%       -0.07%        1.37%    -13.36%     26.05%
365 days      297       44.4%     -1.15%     -0.62%      8.50%       -1.59%        0.35%    -16.18%     28.28%


========================================================================================================================

Chart 6: USDJPY=X (R² = 0.7787)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 144.96 (137.38,-5% - 145.80,+1%)
   +30d (1m): 138.17,-4.7% (134.07,-8% - 142.40,-2%)
   +60d (2m): 134.90,-6.9% (130.81,-10% - 139.11,-4%)
   +90d (3m): 131.70,-9.1% (127.61,-12% - 135.92,-6%)
   +180d (6m): 122.56,-15.5% (118.38,-18% - 126.88,-12%)
   +365d (1y): 105.71,-27.1% (101.16,-30% - 110.46,-24%)
   +EOY (188d): 121.78,-16.0% (117.59,-19% - 126.12,-13%)
   End-of-year outlook: 📉 Bearish Trend (-16.0%)
   Confidence: 77.9% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈-5%)
   📅 Days until EOY 2025: 188 days | EOY Target: 121.78 (-16.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
USDJPY - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -1.74%
Rounded target for matching: -2%
Similar historical periods found: 637
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      637       52.3%      0.11%     -0.00%      1.72%       -0.14%        0.13%     -6.10%      6.19%
 14 days      637       52.9%      0.17%      0.06%      2.24%       -0.11%        0.23%     -7.43%      7.23%
 30 days      637       52.0%      0.16%      0.10%      3.32%       -0.16%        0.36%    -14.18%     10.53%
 90 days      629       55.3%      0.58%      0.36%      5.56%       -0.08%        0.80%    -18.44%     19.00%
180 days      626       53.2%      0.43%      0.37%      7.24%       -0.20%        0.94%    -16.00%     27.54%
365 days      616       45.3%     -1.07%      1.57%     12.15%        0.61%        2.53%    -27.51%     34.65%


========================================================================================================================
USDJPY - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -4.65%
Rounded target for matching: -5%
Similar historical periods found: 274
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      274       52.2%      0.08%      0.03%      1.50%       -0.15%        0.21%     -4.95%      5.09%
 14 days      274       55.5%      0.23%      0.14%      2.02%       -0.10%        0.38%     -5.32%      5.41%
 30 days      274       60.6%      0.54%      0.26%      3.14%       -0.12%        0.63%    -11.08%     10.46%
 90 days      271       62.7%      1.51%      1.01%      5.42%        0.36%        1.66%    -11.23%     15.82%
180 days      259       61.8%      2.85%      2.18%      7.64%        1.24%        3.11%    -13.14%     27.36%
365 days      255       50.6%      0.23%      1.81%     11.76%        0.36%        3.26%    -18.18%     34.65%


========================================================================================================================

Chart 7: NZDUSD=X (R² = 0.7732)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 0.6011 (0.5884,-2% - 0.6193,+3%)
   +30d (1m): 0.6160,+2.5% (0.6003,-0% - 0.6322,+5%)
   +60d (2m): 0.6287,+4.6% (0.6123,+2% - 0.6455,+7%)
   +90d (3m): 0.6415,+6.7% (0.6244,+4% - 0.6592,+10%)
   +180d (6m): 0.6818,+13.4% (0.6618,+10% - 0.7024,+17%)
   +365d (1y): 0.7727,+28.5% (0.7440,+24% - 0.8024,+33%)
   +EOY (188d): 0.6855,+14.0% (0.6652,+11% - 0.7064,+18%)
   End-of-year outlook: 📈 Bullish Trend (+14.0%)
   Confidence: 77.3% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 8 periods in chart (90d ROC≈5%)
   📅 Days until EOY 2025: 188 days | EOY Target: 0.6855 (+14.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NZDUSD - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 1.27%
Rounded target for matching: 1%
Similar historical periods found: 556
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      556       51.3%      0.05%     -0.06%      1.98%       -0.22%        0.11%     -9.73%      9.70%
 14 days      556       52.0%      0.11%     -0.06%      2.69%       -0.29%        0.16%     -9.59%      8.91%
 30 days      556       51.8%      0.15%      0.14%      3.49%       -0.15%        0.43%    -10.16%     14.23%
 90 days      546       52.2%      0.60%      0.27%      5.89%       -0.22%        0.76%    -16.25%     24.36%
180 days      544       43.9%     -1.08%     -0.51%      8.70%       -1.24%        0.22%    -33.84%     40.40%
365 days      530       44.5%     -0.82%     -1.92%     11.33%       -2.88%       -0.95%    -30.95%     40.20%


========================================================================================================================
NZDUSD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 4.85%
Rounded target for matching: 5%
Similar historical periods found: 296
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      296       57.1%      0.24%      0.21%      1.69%        0.02%        0.41%     -6.43%      6.14%
 14 days      296       50.0%      0.02%      0.09%      2.24%       -0.16%        0.35%     -6.90%      6.37%
 30 days      296       41.6%     -0.50%     -0.42%      3.04%       -0.77%       -0.07%     -8.61%      8.85%
 90 days      288       40.6%     -1.55%     -1.24%      5.60%       -1.89%       -0.59%    -15.30%     14.23%
180 days      288       35.4%     -2.05%     -2.44%      8.34%       -3.40%       -1.47%    -32.90%     27.31%
365 days      274       35.8%     -3.99%     -5.22%     11.24%       -6.56%       -3.88%    -35.70%     25.19%


========================================================================================================================

Chart 8: AUDUSD=X (R² = 0.6370)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: 0.6496 (0.5939,-9% - 0.6664,+3%)
   +30d (1m): 0.6266,-3.5% (0.5915,-9% - 0.6637,+2%)
   +60d (2m): 0.6240,-3.9% (0.5891,-9% - 0.6611,+2%)
   +90d (3m): 0.6215,-4.3% (0.5867,-10% - 0.6584,+1%)
   +180d (6m): 0.6140,-5.5% (0.5796,-11% - 0.6505,+0%)
   +365d (1y): 0.5989,-7.8% (0.5653,-13% - 0.6346,-2%)
   +EOY (188d): 0.6134,-5.6% (0.5790,-11% - 0.6498,+0%)
   End-of-year outlook: 📉 Bearish Trend (-5.6%)
   Confidence: 63.7% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 61 periods in chart (90d ROC≈2%)
   📅 Days until EOY 2025: 188 days | EOY Target: 0.6134 (-5.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
AUDUSD - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.36%
Rounded target for matching: 0%
Similar historical periods found: 567
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      567       50.4%      0.02%     -0.08%      1.56%       -0.21%        0.05%     -5.48%      4.09%
 14 days      567       45.7%     -0.23%     -0.22%      2.11%       -0.40%       -0.05%     -7.38%      6.25%
 30 days      567       46.2%     -0.25%     -0.18%      3.14%       -0.44%        0.07%    -15.32%     10.37%
 90 days      553       35.4%     -1.84%     -1.77%      6.32%       -2.30%       -1.24%    -33.26%     19.74%
180 days      548       31.8%     -3.25%     -3.21%      8.59%       -3.93%       -2.49%    -32.64%     34.26%
365 days      514       31.9%     -4.04%     -3.33%     10.99%       -4.29%       -2.38%    -25.76%     32.39%


========================================================================================================================
AUDUSD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 2.19%
Rounded target for matching: 2%
Similar historical periods found: 253
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      253       46.2%     -0.13%      1.68%     30.37%       -2.08%        5.44%     -6.74%    483.13%
 14 days      253       40.3%     -0.47%     -0.50%      2.35%       -0.79%       -0.21%     -9.55%      7.20%
 30 days      253       36.0%     -1.02%      1.26%     31.49%       -2.64%        5.16%    -13.15%    498.07%
 90 days      251       46.6%     -0.14%     -0.72%      6.13%       -1.48%        0.04%    -32.02%     22.15%
180 days      248       41.5%     -1.45%     -1.78%      9.46%       -2.96%       -0.59%    -30.56%     39.85%
365 days      213       34.3%     -6.09%     -3.93%     12.43%       -5.61%       -2.25%    -25.06%     33.16%


========================================================================================================================

CURRENCY STATISTICS:
------------------------------------------------------------
Total currency instruments analyzed: 8
Average R-squared: 0.8301
Best R-squared: 0.935062
Average annual growth: 0.1%

Valuation breakdown:
  🟡 FAIR_VALUE: 7 (87.5%) - Hold/Monitor

Optimal window distribution:
  90 days: 1 instruments (12.5%)
  120 days: 6 instruments (75.0%)
  1000 days: 1 instruments (12.5%)

📊 CURRENCY TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 0
  🔴 High-quality overvalued warnings: 0
  📈 Top trend performers displayed: 8

========================================================================================================================
🔥 TOP 15 FUTURES INSTRUMENTS - BEST TREND ANALYSIS
========================================================================================================================
Rank Symbol          R²         Window   Growth%      Price           Valuation    Deviation%
------------------------------------------------------------------------------------------------------------------------
1    GC=F            0.956362 500 d        35.5%   $3.3K           🟡 FAIR           2.4%
2    KC=F            0.929080 500 d        69.8%   $302.60         🟢 UNDER        -24.7%
3    LE=F            0.923949 1000d        14.4%   $208.77         🟡 FAIR          -2.5%
4    PL=F            0.914916 30  d      1313.3%   $1.3K           🟡 FAIR          -0.3%
5    DX=F            0.913624 120 d       -22.7%   $97.27          🟡 FAIR           0.4%
6    ES=F            0.910850 750 d        19.4%   $6.1K           🟡 FAIR          -1.8%
7    NQ=F            0.902156 750 d        27.4%   $22.5K          🟡 FAIR          -3.2%
8    HE=F            0.887370 60  d       202.8%   $112.72         🟡 FAIR           3.1%
9    CC=F            0.881975 750 d        86.2%   $8.7K           🟢 UNDER        -30.0%
10   SB=F            0.879121 30  d       -60.5%   $15.98          🟡 FAIR          -0.1%
11   YM=F            0.878218 750 d        13.2%   $43.3K          🟡 FAIR          -2.8%
12   ZS=F            0.866192 750 d       -16.0%   $1.0K           🟡 FAIR           6.8%
13   PA=F            0.859357 1000d       -25.0%   $1.1K           🔴 OVER          34.1%
14   SI=F            0.853407 750 d        21.5%   $36.08          🟡 FAIR           5.5%
15   OJ=F            0.795344 180 d       -73.4%   $239.55         🟡 FAIR           5.1%

📊 DISPLAYING ALL 15 FUTURES TREND LEADER CHARTS:
--------------------------------------------------------------------------------

Chart 1: GC=F (R² = 0.9564)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $3.3K ($3.0K,-9% - $3.5K,+5%)
   +30d (1m): $3.4K,+1.2% ($3.1K,-6% - $3.6K,+9%)
   +60d (2m): $3.5K,+4.9% ($3.2K,-2% - $3.8K,+13%)
   +90d (3m): $3.6K,+8.8% ($3.4K,+1% - $3.9K,+17%)
   +180d (6m): $4.0K,+21.3% ($3.7K,+13% - $4.3K,+31%)
   +365d (1y): $5.0K,+51.6% ($4.7K,+41% - $5.4K,+63%)
   +EOY (188d): $4.1K,+22.4% ($3.8K,+14% - $4.4K,+32%)
   End-of-year outlook: 📈 Bullish Trend (+22.4%)
   Confidence: 95.6% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 22 periods in chart (90d ROC≈15%)
   📅 Days until EOY 2025: 188 days | EOY Target: $4.1K (+22.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.68%
Rounded target for matching: 3%
Similar historical periods found: 399
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      399       55.9%      0.26%      0.26%      2.66%        0.00%        0.53%    -11.49%     11.47%
 14 days      399       58.9%      1.06%      1.04%      3.63%        0.68%        1.39%    -13.82%     13.25%
 30 days      399       64.4%      1.78%      2.04%      5.19%        1.53%        2.55%    -16.81%     23.35%
 90 days      398       77.9%      5.63%      5.76%      8.30%        4.94%        6.57%    -22.40%     29.53%
180 days      391       82.9%     10.54%     11.30%     13.48%        9.96%       12.64%    -28.87%     64.30%
365 days      378       90.7%     21.49%     22.72%     19.48%       20.75%       24.69%    -26.29%     71.62%


========================================================================================================================
GC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 15.38%
Rounded target for matching: 15%
Similar historical periods found: 117
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      117       49.6%     -0.02%     -0.16%      2.73%       -0.66%        0.34%     -6.16%      9.15%
 14 days      117       51.3%      0.07%      0.19%      3.84%       -0.52%        0.89%    -11.73%      9.21%
 30 days      117       49.6%     -0.11%      1.12%      5.94%        0.03%        2.21%    -13.57%     17.01%
 90 days      116       74.1%      6.71%      6.04%      8.41%        4.50%        7.59%    -11.24%     33.43%
180 days      115       75.7%     12.06%     10.20%     12.76%        7.84%       12.55%    -27.46%     36.73%
365 days       95       87.4%     13.86%     16.48%     17.07%       13.00%       19.96%    -23.67%     49.42%


========================================================================================================================

Chart 2: KC=F (R² = 0.9291)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $302.60 ($340.59,+13% - $474.01,+57%)
   +30d (1m): $427.94,+41.4% ($362.70,+20% - $504.91,+67%)
   +60d (2m): $455.78,+50.6% ($386.25,+28% - $537.83,+78%)
   +90d (3m): $485.43,+60.4% ($411.31,+36% - $572.91,+89%)
   +180d (6m): $586.48,+93.8% ($496.66,+64% - $692.54,+129%)
   +365d (1y): $865.08,+185.9% ($731.49,+142% - $1.0K,+238%)
   +EOY (188d): $596.42,+97.1% ($505.05,+67% - $704.32,+133%)
   End-of-year outlook: 📈 Bullish Trend (+97.1%)
   Confidence: 92.9% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 188 days | EOY Target: $596.42 (+97.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
KC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -20.88%
Rounded target for matching: -21%
Similar historical periods found: 13
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       13       38.5%     -0.99%      0.32%      5.55%       -3.03%        3.68%     -7.44%     10.32%
 14 days       13       76.9%      3.05%      3.86%      8.28%       -1.14%        8.86%    -14.86%     17.85%
 30 days       13       84.6%      6.96%      6.60%      7.31%        2.18%       11.02%     -5.94%     25.22%
 90 days       13       46.2%     -1.11%      4.92%     14.15%       -3.62%       13.47%    -15.49%     27.44%
180 days       13       53.8%      0.93%      7.84%     23.22%       -6.19%       21.87%    -21.35%     48.15%
365 days       13       92.3%     30.30%     49.91%     49.53%       19.98%       79.83%    -23.01%    117.73%


========================================================================================================================
KC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -31.05%
Rounded target for matching: -31%
Similar historical periods found: 7
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        7       71.4%      9.39%      6.29%      5.22%        1.46%       11.12%     -1.97%     10.60%
 14 days        7       71.4%      4.66%      4.20%      7.82%       -3.03%       11.43%     -7.00%     14.23%
 30 days        7       57.1%      0.37%      3.98%      9.58%       -4.88%       12.85%     -7.59%     18.68%
 90 days        7       42.9%     -2.66%      4.52%     18.94%      -12.99%       22.04%    -13.57%     44.35%
180 days        7       28.6%     -6.19%     -6.20%     16.04%      -21.04%        8.63%    -28.01%     15.61%
365 days        7       71.4%     31.28%     14.56%     27.50%      -10.87%       39.99%    -29.39%     46.26%


========================================================================================================================

Chart 3: LE=F (R² = 0.9239)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $208.77 ($196.29,-6% - $233.61,+12%)
   +30d (1m): $217.60,+4.2% ($199.46,-4% - $237.39,+14%)
   +60d (2m): $221.12,+5.9% ($202.68,-3% - $241.24,+16%)
   +90d (3m): $224.69,+7.6% ($205.95,-1% - $245.14,+17%)
   +180d (6m): $235.77,+12.9% ($216.09,+4% - $257.24,+23%)
   +365d (1y): $260.27,+24.7% ($238.51,+14% - $284.01,+36%)
   +EOY (188d): $236.78,+13.4% ($217.01,+4% - $258.34,+24%)
   End-of-year outlook: 📈 Bullish Trend (+13.4%)
   Confidence: 92.4% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 53 periods in chart (90d ROC≈5%)
   📅 Days until EOY 2025: 188 days | EOY Target: $236.78 (+13.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -3.71%
Rounded target for matching: -4%
Similar historical periods found: 225
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      225       50.7%      0.14%     -0.02%      3.11%       -0.43%        0.39%    -10.56%      8.51%
 14 days      225       48.9%     -0.06%     -0.34%      4.48%       -0.93%        0.25%    -18.74%      9.53%
 30 days      225       53.3%      0.37%      0.36%      6.03%       -0.44%        1.15%    -17.90%     13.12%
 90 days      225       65.3%      3.66%      3.88%     12.12%        2.28%        5.47%    -23.33%     42.07%
180 days      225       69.3%      6.16%      5.49%     11.94%        3.93%        7.06%    -18.75%     34.28%
365 days      214       63.1%      5.89%      7.11%     19.65%        4.46%        9.76%    -33.78%     62.23%


========================================================================================================================
LE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 4.62%
Rounded target for matching: 5%
Similar historical periods found: 234
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      234       53.4%      0.26%     -0.15%      3.22%       -0.56%        0.27%    -14.58%      7.60%
 14 days      234       60.7%      0.85%      0.47%      4.32%       -0.09%        1.03%    -17.20%     10.92%
 30 days      234       61.1%      1.76%      0.87%      5.30%        0.19%        1.55%    -15.88%     13.76%
 90 days      225       55.1%      0.88%      1.36%      8.93%        0.19%        2.53%    -21.56%     26.47%
180 days      221       61.5%      2.60%      2.81%      8.87%        1.63%        3.98%    -27.64%     38.48%
365 days      209       58.9%      2.63%      6.52%     17.45%        4.14%        8.90%    -29.68%     44.53%


========================================================================================================================

Chart 4: PL=F (R² = 0.9149)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $1.3K ($1.3K,-6% - $1.4K,+7%)
   +30d (1m): $1.8K,+37.5% ($1.7K,+27% - $2.0K,+49%)
   +60d (2m): $2.5K,+88.5% ($2.3K,+69% - $2.8K,+110%)
   +90d (3m): $3.4K,+158.4% ($3.0K,+125% - $3.9K,+197%)
   +180d (6m): $8.8K,+565.4% ($7.0K,+423% - $11.2K,+746%)
   +365d (1y): $61.8K,+4550.5% ($39.1K,+2840% - $97.8K,+7256%)
   +EOY (188d): $9.6K,+623.8% ($7.5K,+464% - $12.4K,+829%)
   End-of-year outlook: 📈 Bullish Trend (+623.8%)
   Confidence: 91.5% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 188 days | EOY Target: $9.6K (+623.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PL - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 31.67%
Rounded target for matching: 32%
Similar historical periods found: 14
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       14       64.3%      2.88%      1.98%      4.96%       -0.89%        4.84%     -8.92%      9.53%
 14 days       14       64.3%      1.63%     -0.23%      4.93%       -3.07%        2.62%     -9.66%      8.00%
 30 days       14       50.0%     -0.44%     -0.26%      7.14%       -4.38%        3.86%    -12.70%     11.00%
 90 days       14       21.4%     -4.04%     -4.40%      6.10%       -7.92%       -0.88%    -13.34%      5.49%
180 days       14       57.1%      1.47%     -1.62%     13.48%       -9.40%        6.17%    -20.70%     27.33%
365 days       14       42.9%     -8.26%     -6.91%     17.14%      -16.81%        2.98%    -31.50%     19.10%


========================================================================================================================

Chart 5: DX=F (R² = 0.9136)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: $97.27 ($94.77,-3% - $99.01,+2%)
   +30d (1m): $93.95,-3.4% ($91.88,-6% - $96.06,-1%)
   +60d (2m): $91.11,-6.3% ($89.07,-8% - $93.20,-4%)
   +90d (3m): $88.37,-9.2% ($86.34,-11% - $90.44,-7%)
   +180d (6m): $80.61,-17.1% ($78.58,-19% - $82.70,-15%)
   +365d (1y): $66.74,-31.4% ($64.62,-34% - $68.94,-29%)
   +EOY (188d): $79.96,-17.8% ($77.92,-20% - $82.04,-16%)
   End-of-year outlook: 📉 Bearish Trend (-17.8%)
   Confidence: 91.4% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 188 days | EOY Target: $79.96 (-17.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
DX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -3.57%
Rounded target for matching: -4%
Similar historical periods found: 289
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      289       48.4%     -0.06%     -0.08%      1.28%       -0.23%        0.07%     -3.49%      3.44%
 14 days      289       45.7%     -0.22%     -0.31%      1.73%       -0.51%       -0.10%     -4.79%      4.88%
 30 days      289       43.9%     -0.45%     -0.59%      2.54%       -0.88%       -0.29%     -7.10%      5.58%
 90 days      264       39.8%     -1.37%     -0.87%      3.81%       -1.33%       -0.41%     -8.51%      7.62%
180 days      264       42.8%     -0.82%     -0.20%      6.65%       -1.00%        0.61%    -12.05%     21.04%
365 days      263       55.5%      0.79%     -0.67%      8.36%       -1.68%        0.35%    -19.61%     21.63%


========================================================================================================================
DX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -9.05%
Rounded target for matching: -9%
Similar historical periods found: 66
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       66       54.5%      0.29%      0.19%      1.54%       -0.19%        0.56%     -3.02%      3.72%
 14 days       66       43.9%     -0.24%     -0.05%      1.95%       -0.53%        0.43%     -3.41%      4.84%
 30 days       66       50.0%      0.01%      0.23%      2.07%       -0.28%        0.74%     -3.65%      5.28%
 90 days       66       40.9%     -0.81%     -0.31%      2.86%       -1.01%        0.39%     -6.02%      6.08%
180 days       66       60.6%      1.44%      1.65%      7.28%       -0.14%        3.44%    -10.93%     13.58%
365 days       66       56.1%      0.42%     -3.32%      8.88%       -5.50%       -1.13%    -19.92%      8.92%


========================================================================================================================

Chart 6: ES=F (R² = 0.9109)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $6.1K ($5.7K,-7% - $6.9K,+12%)
   +30d (1m): $6.4K,+4.0% ($5.8K,-5% - $7.0K,+14%)
   +60d (2m): $6.5K,+6.3% ($5.9K,-3% - $7.2K,+17%)
   +90d (3m): $6.7K,+8.5% ($6.1K,-1% - $7.3K,+19%)
   +180d (6m): $7.1K,+15.6% ($6.5K,+5% - $7.8K,+27%)
   +365d (1y): $8.1K,+31.7% ($7.4K,+20% - $8.9K,+45%)
   +EOY (188d): $7.1K,+16.3% ($6.5K,+6% - $7.9K,+28%)
   End-of-year outlook: 📈 Bullish Trend (+16.3%)
   Confidence: 91.1% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 19 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 188 days | EOY Target: $7.1K (+16.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ES - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 4.11%
Rounded target for matching: 4%
Similar historical periods found: 600
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      600       62.3%      0.54%      0.20%      2.07%        0.04%        0.37%    -12.88%      6.37%
 14 days      600       67.8%      1.02%      0.46%      2.88%        0.23%        0.69%    -18.67%      8.33%
 30 days      600       66.2%      1.52%      0.74%      4.82%        0.36%        1.13%    -31.36%      9.92%
 90 days      598       66.6%      3.40%      2.17%      7.68%        1.55%        2.78%    -30.35%     24.50%
180 days      578       80.3%      8.05%      6.28%     10.95%        5.38%        7.17%    -42.35%     37.23%
365 days      551       84.2%     15.99%     13.56%     16.25%       12.20%       14.92%    -53.59%     47.20%


========================================================================================================================
ES - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 0.24%
Rounded target for matching: 0%
Similar historical periods found: 240
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      240       52.1%      0.16%     -0.17%      3.00%       -0.55%        0.22%    -19.87%      5.53%
 14 days      240       60.8%      0.81%      0.20%      3.76%       -0.28%        0.68%    -25.91%      7.64%
 30 days      240       66.7%      1.83%      0.89%      4.96%        0.26%        1.52%    -11.42%     10.75%
 90 days      237       75.9%      4.89%      3.89%      8.25%        2.83%        4.94%    -37.71%     24.50%
180 days      237       74.7%      7.61%      5.84%     12.85%        4.19%        7.48%    -49.55%     37.23%
365 days      237       84.0%     15.27%     12.47%     19.22%       10.01%       14.93%    -43.40%     49.21%


========================================================================================================================

Chart 7: NQ=F (R² = 0.9022)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $22.5K ($20.3K,-10% - $26.6K,+18%)
   +30d (1m): $23.9K,+6.3% ($20.9K,-7% - $27.3K,+22%)
   +60d (2m): $24.6K,+9.5% ($21.5K,-4% - $28.1K,+25%)
   +90d (3m): $25.3K,+12.7% ($22.1K,-2% - $29.0K,+29%)
   +180d (6m): $27.6K,+22.8% ($24.1K,+7% - $31.6K,+41%)
   +365d (1y): $33.0K,+46.7% ($28.8K,+28% - $37.7K,+68%)
   +EOY (188d): $27.8K,+23.8% ($24.3K,+8% - $31.8K,+42%)
   End-of-year outlook: 📈 Bullish Trend (+23.8%)
   Confidence: 90.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 13 periods in chart (90d ROC≈1%)
   📅 Days until EOY 2025: 188 days | EOY Target: $27.8K (+23.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NQ - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 5.56%
Rounded target for matching: 6%
Similar historical periods found: 350
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      350       60.0%      0.56%      0.33%      2.70%        0.05%        0.62%    -11.99%      7.49%
 14 days      350       66.3%      1.17%      0.65%      3.89%        0.24%        1.06%    -23.71%     13.24%
 30 days      350       67.7%      2.22%      1.68%      6.01%        1.05%        2.31%    -27.11%     19.17%
 90 days      350       72.3%      4.94%      3.91%     10.02%        2.85%        4.96%    -39.28%     41.76%
180 days      344       79.9%     12.47%     10.44%     14.82%        8.87%       12.01%    -48.47%     49.63%
365 days      330       83.3%     22.04%     20.84%     25.33%       18.10%       23.58%    -52.09%     74.13%


========================================================================================================================
NQ - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 1.19%
Rounded target for matching: 1%
Similar historical periods found: 182
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      182       60.4%      0.75%      0.83%      3.28%        0.35%        1.31%     -9.28%     13.78%
 14 days      182       65.4%      1.82%      1.00%      4.29%        0.37%        1.63%    -11.25%     12.24%
 30 days      182       65.9%      2.64%      1.18%      7.83%        0.03%        2.32%    -32.69%     15.65%
 90 days      180       65.6%      5.86%      3.93%     12.10%        2.16%        5.71%    -34.95%     41.76%
180 days      175       88.6%      9.28%      8.98%     14.45%        6.82%       11.13%    -40.93%     51.15%
365 days      174       90.2%     21.65%     23.26%     20.99%       20.12%       26.40%    -33.68%     74.69%


========================================================================================================================

Chart 8: HE=F (R² = 0.8874)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 60 days):
   Current: $112.72 ($103.39,-8% - $115.65,+3%)
   +30d (1m): $124.77,+10.7% ($117.52,+4% - $132.46,+18%)
   +60d (2m): $142.36,+26.3% ($133.31,+18% - $152.02,+35%)
   +90d (3m): $162.43,+44.1% ($150.99,+34% - $174.74,+55%)
   +180d (6m): $241.28,+114.0% ($218.11,+93% - $266.90,+137%)
   +365d (1y): $544.20,+382.8% ($459.67,+308% - $644.27,+472%)
   +EOY (188d): $249.91,+121.7% ($225.30,+100% - $277.22,+146%)
   End-of-year outlook: 📈 Bullish Trend (+121.7%)
   Confidence: 88.7% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 188 days | EOY Target: $249.91 (+121.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
HE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 24.25%
Rounded target for matching: 24%
Similar historical periods found: 17
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       17       41.2%     -0.89%     -1.37%      5.47%       -4.18%        1.44%    -16.41%      7.54%
 14 days       17       52.9%      3.45%      0.17%      8.63%       -4.26%        4.61%    -22.19%     15.28%
 30 days       17       47.1%     -0.90%     -1.17%     12.27%       -7.47%        5.14%    -26.41%     14.50%
 90 days       17       17.6%    -18.67%    -14.63%     15.85%      -22.77%       -6.48%    -30.66%     28.44%
180 days       17       11.8%     -9.74%     -5.73%     30.04%      -21.18%        9.72%    -34.97%     82.98%
365 days       16       25.0%    -22.58%    -12.13%     29.16%      -27.67%        3.41%    -44.58%     63.29%


========================================================================================================================
HE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 26.13%
Rounded target for matching: 26%
Similar historical periods found: 48
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       48       52.1%      0.73%      0.66%      6.03%       -1.09%        2.41%    -16.28%     17.02%
 14 days       48       60.4%      1.64%      1.90%      8.42%       -0.54%        4.35%    -18.33%     23.33%
 30 days       48       62.5%      2.42%      2.69%     13.29%       -1.17%        6.55%    -23.40%     40.20%
 90 days       48       39.6%     -8.44%     -7.28%     18.81%      -12.74%       -1.82%    -37.48%     36.47%
180 days       48       25.0%     -6.93%     -4.63%     20.36%      -10.54%        1.28%    -50.55%     94.98%
365 days       45       20.0%    -14.91%    -10.41%     18.62%      -16.00%       -4.81%    -43.10%     62.09%


========================================================================================================================

Chart 9: CC=F (R² = 0.8820)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $8.7K ($8.5K,-3% - $18.3K,+110%)
   +30d (1m): $13.4K,+53.9% ($9.2K,+5% - $19.7K,+126%)
   +60d (2m): $14.5K,+65.7% ($9.9K,+13% - $21.3K,+143%)
   +90d (3m): $15.6K,+78.4% ($10.6K,+21% - $22.9K,+162%)
   +180d (6m): $19.5K,+122.7% ($13.2K,+52% - $28.6K,+227%)
   +365d (1y): $30.7K,+251.5% ($20.9K,+139% - $45.2K,+417%)
   +EOY (188d): $19.8K,+127.2% ($13.5K,+55% - $29.2K,+234%)
   End-of-year outlook: 📈 Bullish Trend (+127.2%)
   Confidence: 88.2% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈-16%)
   📅 Days until EOY 2025: 188 days | EOY Target: $19.8K (+127.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
CC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -6.46%
Rounded target for matching: -6%
Similar historical periods found: 187
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      187       52.9%      0.32%      0.29%      4.74%       -0.39%        0.97%    -13.59%     15.17%
 14 days      187       54.5%      0.83%      0.98%      6.54%        0.04%        1.93%    -18.88%     21.41%
 30 days      187       55.6%      1.35%      1.59%      9.88%        0.17%        3.02%    -23.86%     60.55%
 90 days      186       59.7%      3.46%      4.45%     16.06%        2.12%        6.77%    -28.49%     53.33%
180 days      185       60.0%      6.15%      6.84%     19.88%        3.96%        9.73%    -37.49%     77.79%
365 days      183       76.5%     13.62%     21.13%     34.71%       16.07%       26.19%    -39.24%    143.52%


========================================================================================================================
CC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -15.84%
Rounded target for matching: -16%
Similar historical periods found: 62
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       62       59.7%      1.28%      1.23%      6.19%       -0.35%        2.80%    -14.96%     14.09%
 14 days       62       58.1%      1.80%      1.45%      7.92%       -0.57%        3.46%    -16.05%     20.18%
 30 days       62       67.7%      2.94%      4.88%     13.19%        1.53%        8.23%    -19.04%     56.68%
 90 days       61       72.1%      8.74%     11.63%     17.58%        7.12%       16.13%    -21.31%     53.33%
180 days       61       77.0%     10.42%     13.21%     20.33%        8.00%       18.42%    -27.31%     77.79%
365 days       59       72.9%     10.51%     29.39%     48.45%       16.77%       42.02%    -35.53%    131.45%


========================================================================================================================

Chart 10: SB=F (R² = 0.8791)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $15.98 ($15.60,-2% - $16.42,+3%)
   +30d (1m): $14.33,-10.3% ($13.85,-13% - $14.82,-7%)
   +60d (2m): $12.83,-19.7% ($12.26,-23% - $13.42,-16%)
   +90d (3m): $11.49,-28.1% ($10.83,-32% - $12.18,-24%)
   +180d (6m): $8.24,-48.4% ($7.44,-53% - $9.13,-43%)
   +365d (1y): $4.17,-73.9% ($3.43,-79% - $5.07,-68%)
   +EOY (188d): $8.00,-49.9% ($7.20,-55% - $8.90,-44%)
   End-of-year outlook: 📉 Bearish Trend (-49.9%)
   Confidence: 87.9% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 188 days | EOY Target: $8.00 (-49.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
SB - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -9.72%
Rounded target for matching: -10%
Similar historical periods found: 148
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      148       55.4%      0.55%      1.00%      5.50%        0.11%        1.89%    -16.36%     15.81%
 14 days      148       55.4%      1.60%      1.31%      6.93%        0.18%        2.44%    -15.38%     22.22%
 30 days      148       61.5%      2.13%      2.79%     10.22%        1.13%        4.45%    -21.68%     29.66%
 90 days      147       44.9%     -2.53%      2.23%     16.88%       -0.52%        4.98%    -27.03%     89.05%
180 days      139       46.0%     -4.54%      4.71%     30.30%       -0.38%        9.79%    -34.90%    113.22%
365 days      131       54.2%      7.30%      8.67%     37.35%        2.22%       15.13%    -44.39%    132.79%


========================================================================================================================
SB - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -20.77%
Rounded target for matching: -21%
Similar historical periods found: 70
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       70       55.7%      1.03%      0.47%      6.22%       -1.01%        1.95%    -16.62%     18.16%
 14 days       70       54.3%      0.52%      1.12%      8.20%       -0.83%        3.08%    -14.92%     25.31%
 30 days       70       45.7%     -0.78%      0.76%      9.31%       -1.46%        2.98%    -18.40%     23.37%
 90 days       70       55.7%      3.51%      2.89%     17.27%       -1.23%        7.00%    -22.28%     54.16%
180 days       70       50.0%      0.15%     10.75%     31.01%        3.36%       18.15%    -33.31%    107.38%
365 days       60       63.3%      7.38%     15.46%     38.68%        5.47%       25.45%    -44.02%    137.76%


========================================================================================================================

Chart 11: YM=F (R² = 0.8782)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $43.3K ($41.2K,-5% - $48.2K,+11%)
   +30d (1m): $45.2K,+4.4% ($41.8K,-3% - $48.9K,+13%)
   +60d (2m): $45.9K,+6.0% ($42.5K,-2% - $49.6K,+15%)
   +90d (3m): $46.6K,+7.6% ($43.1K,-1% - $50.4K,+16%)
   +180d (6m): $48.7K,+12.4% ($45.0K,+4% - $52.6K,+22%)
   +365d (1y): $53.3K,+23.1% ($49.3K,+14% - $57.7K,+33%)
   +EOY (188d): $48.9K,+12.9% ($45.2K,+4% - $52.8K,+22%)
   End-of-year outlook: 📈 Bullish Trend (+12.9%)
   Confidence: 87.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 27 periods in chart (90d ROC≈-3%)
   📅 Days until EOY 2025: 188 days | EOY Target: $48.9K (+12.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
YM - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.55%
Rounded target for matching: 3%
Similar historical periods found: 579
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      579       56.3%      0.24%      0.02%      1.98%       -0.14%        0.19%     -8.21%      7.39%
 14 days      579       55.4%      0.37%     -0.03%      2.84%       -0.26%        0.20%    -14.24%      8.03%
 30 days      579       56.8%      0.89%      0.15%      4.76%       -0.24%        0.54%    -30.93%      9.42%
 90 days      578       65.4%      2.36%      1.51%      7.84%        0.87%        2.15%    -33.12%     20.76%
180 days      566       74.0%      6.02%      4.80%     10.07%        3.97%        5.63%    -39.31%     35.41%
365 days      540       82.4%     12.40%     10.52%     13.85%        9.35%       11.69%    -43.37%     47.14%


========================================================================================================================
YM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -2.98%
Rounded target for matching: -3%
Similar historical periods found: 194
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      194       61.3%      0.85%      0.07%      3.64%       -0.45%        0.58%    -21.72%      8.00%
 14 days      194       63.4%      1.43%      0.30%      4.54%       -0.35%        0.94%    -28.53%      8.91%
 30 days      194       57.2%      0.97%      0.80%      4.91%        0.11%        1.50%    -12.98%     13.03%
 90 days      187       74.3%      4.19%      3.61%      7.58%        2.52%        4.71%    -29.51%     18.37%
180 days      187       81.8%      6.95%      5.86%     12.07%        4.12%        7.60%    -41.53%     28.87%
365 days      186       88.2%     17.81%     13.73%     15.57%       11.48%       15.98%    -40.32%     39.52%


========================================================================================================================

Chart 12: ZS=F (R² = 0.8662)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $1.0K ($855.16,-17% - $1.1K,+5%)
   +30d (1m): $940.44,-8.3% ($837.57,-18% - $1.1K,+3%)
   +60d (2m): $921.14,-10.2% ($820.34,-20% - $1.0K,+1%)
   +90d (3m): $902.23,-12.0% ($803.47,-22% - $1.0K,-1%)
   +180d (6m): $847.80,-17.3% ($754.88,-26% - $952.15,-7%)
   +365d (1y): $746.01,-27.2% ($663.99,-35% - $838.16,-18%)
   +EOY (188d): $843.12,-17.8% ($750.71,-27% - $946.91,-8%)
   End-of-year outlook: 📉 Bearish Trend (-17.8%)
   Confidence: 86.6% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 31 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 188 days | EOY Target: $843.12 (-17.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ZS - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -3.82%
Rounded target for matching: -4%
Similar historical periods found: 257
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      257       61.1%      0.74%      0.71%      3.57%        0.27%        1.15%    -10.08%      9.71%
 14 days      257       57.2%      0.91%      0.59%      4.81%       -0.00%        1.18%    -18.25%     18.45%
 30 days      257       59.5%      1.74%      1.62%      7.24%        0.73%        2.51%    -21.01%     21.08%
 90 days      249       57.0%      2.01%      3.94%     13.00%        2.32%        5.56%    -36.67%     40.18%
180 days      241       49.8%     -0.11%      6.14%     22.97%        3.22%        9.05%    -32.55%     79.39%
365 days      231       55.4%      4.89%     10.12%     34.43%        5.66%       14.58%    -39.25%    175.23%


========================================================================================================================
ZS - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -0.46%
Rounded target for matching: 0%
Similar historical periods found: 221
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      221       48.0%     -0.19%     -0.02%      3.47%       -0.48%        0.44%    -10.15%     11.22%
 14 days      221       50.2%      0.03%     -0.06%      5.44%       -0.78%        0.66%    -29.57%     18.45%
 30 days      221       48.4%     -0.18%      0.02%      7.72%       -1.01%        1.04%    -30.16%     25.76%
 90 days      213       48.4%     -0.42%      1.23%     14.39%       -0.71%        3.18%    -46.22%     40.18%
180 days      211       55.0%      2.53%      4.99%     19.56%        2.33%        7.64%    -34.11%     78.14%
365 days      205       61.5%      7.59%     16.46%     37.64%       11.27%       21.64%    -39.29%    124.24%


========================================================================================================================

Chart 13: PA=F (R² = 0.8594)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $1.1K ($611.51,-43% - $1.0K,-3%)
   +30d (1m): $767.78,-27.9% ($590.93,-45% - $997.56,-6%)
   +60d (2m): $741.96,-30.4% ($571.03,-46% - $964.07,-10%)
   +90d (3m): $717.02,-32.7% ($551.80,-48% - $931.71,-13%)
   +180d (6m): $647.11,-39.3% ($497.91,-53% - $841.01,-21%)
   +365d (1y): $524.07,-50.8% ($403.06,-62% - $681.41,-36%)
   +EOY (188d): $641.23,-39.8% ($493.38,-54% - $833.39,-22%)
   End-of-year outlook: 📉 Bearish Trend (-39.8%)
   Confidence: 85.9% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 13 periods in chart (90d ROC≈6%)
   📅 Days until EOY 2025: 188 days | EOY Target: $641.23 (-39.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PA - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 11.89%
Rounded target for matching: 12%
Similar historical periods found: 130
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      130       60.8%      1.32%      1.18%      5.71%        0.19%        2.17%    -23.20%     15.93%
 14 days      130       59.2%      1.74%      1.73%      9.37%        0.10%        3.35%    -35.79%     25.57%
 30 days      130       66.2%      4.80%      6.82%     16.24%        4.00%        9.64%    -22.73%     84.01%
 90 days      130       61.5%      5.18%     11.55%     25.11%        7.19%       15.91%    -36.40%     79.97%
180 days      126       71.4%     15.61%     23.81%     40.43%       16.68%       30.93%    -55.89%    149.72%
365 days      122       72.1%     26.99%     40.68%     72.28%       27.72%       53.63%    -58.77%    276.52%


========================================================================================================================
PA - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 6.01%
Rounded target for matching: 6%
Similar historical periods found: 97
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       97       56.7%      1.20%      1.41%      6.89%        0.02%        2.80%    -12.65%     43.92%
 14 days       97       52.6%      0.38%      1.06%      7.93%       -0.53%        2.66%    -14.81%     32.22%
 30 days       97       55.7%      1.54%      3.71%     12.08%        1.28%        6.15%    -13.69%     48.82%
 90 days       97       63.9%      9.73%      7.37%     21.39%        3.06%       11.68%    -50.15%     72.26%
180 days       96       61.5%      5.34%     13.54%     38.88%        5.66%       21.42%    -57.85%    135.02%
365 days       89       59.6%      9.08%     22.35%     57.86%       10.16%       34.53%    -58.29%    247.04%


========================================================================================================================

Chart 14: SI=F (R² = 0.8534)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $36.08 ($29.84,-17% - $39.23,+9%)
   +30d (1m): $35.02,-3.0% ($30.54,-15% - $40.15,+11%)
   +60d (2m): $35.84,-0.7% ($31.26,-13% - $41.10,+14%)
   +90d (3m): $36.69,+1.7% ($31.99,-11% - $42.07,+17%)
   +180d (6m): $39.33,+9.0% ($34.29,-5% - $45.11,+25%)
   +365d (1y): $45.39,+25.8% ($39.56,+10% - $52.09,+44%)
   +EOY (188d): $39.58,+9.7% ($34.51,-4% - $45.39,+26%)
   End-of-year outlook: 📈 Bullish Trend (+9.7%)
   Confidence: 85.3% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 21 periods in chart (90d ROC≈10%)
   📅 Days until EOY 2025: 188 days | EOY Target: $39.58 (+9.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
SI - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 9.79%
Rounded target for matching: 10%
Similar historical periods found: 152
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      152       51.3%      0.06%     -0.16%      4.48%       -0.88%        0.56%    -14.10%     13.07%
 14 days      152       50.7%      0.07%      0.36%      6.26%       -0.64%        1.37%    -13.97%     18.09%
 30 days      152       42.8%     -1.06%      0.11%      8.45%       -1.24%        1.46%    -27.12%     23.89%
 90 days      151       49.0%     -0.16%      3.73%     17.89%        0.85%        6.61%    -49.22%     69.75%
180 days      149       62.4%      8.82%      8.78%     22.37%        5.15%       12.40%    -43.36%     86.99%
365 days      141       70.9%     24.96%     23.44%     36.72%       17.32%       29.55%    -42.21%    127.15%


========================================================================================================================
SI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 10.01%
Rounded target for matching: 10%
Similar historical periods found: 127
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      127       57.5%      0.86%      0.73%      4.66%       -0.09%        1.55%    -23.08%     12.94%
 14 days      127       56.7%      0.82%      0.91%      6.78%       -0.28%        2.10%    -20.84%     22.03%
 30 days      127       51.2%      0.01%      1.67%      8.00%        0.27%        3.08%    -12.41%     22.51%
 90 days      125       58.4%      2.61%      5.35%     17.63%        2.23%        8.47%    -36.50%     56.40%
180 days      120       62.5%      6.96%      8.90%     24.77%        4.42%       13.37%    -44.92%    138.60%
365 days      112       66.1%     20.17%     19.52%     32.14%       13.50%       25.54%    -42.87%     91.21%


========================================================================================================================

Chart 15: OJ=F (R² = 0.7953)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $239.55 ($172.88,-28% - $300.46,+25%)
   +30d (1m): $194.67,-18.7% ($147.41,-38% - $257.08,+7%)
   +60d (2m): $166.27,-30.6% ($125.62,-48% - $220.07,-8%)
   +90d (3m): $142.02,-40.7% ($107.01,-55% - $188.48,-21%)
   +180d (6m): $88.49,-63.1% ($65.97,-72% - $118.72,-50%)
   +365d (1y): $33.47,-86.0% ($24.14,-90% - $46.41,-81%)
   +EOY (188d): $84.85,-64.6% ($63.18,-74% - $113.96,-52%)
   End-of-year outlook: 📉 Bearish Trend (-64.6%)
   Confidence: 79.5% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 188 days | EOY Target: $84.85 (-64.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
OJ - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.90%
Rounded target for matching: 3%
Similar historical periods found: 227
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      227       52.0%      0.15%      0.11%      5.53%       -0.62%        0.83%    -14.94%     22.45%
 14 days      227       52.9%      0.64%      0.16%      7.34%       -0.80%        1.12%    -15.44%     21.49%
 30 days      227       50.2%      0.05%      0.22%     11.03%       -1.22%        1.66%    -40.26%     34.82%
 90 days      224       55.4%      4.20%      2.79%     18.90%        0.30%        5.28%    -58.70%     43.39%
180 days      219       58.0%      5.89%      5.24%     26.72%        1.68%        8.80%    -49.51%     72.18%
365 days      213       46.5%     -7.79%      9.30%     44.68%        3.27%       15.33%    -52.79%    136.52%


========================================================================================================================
OJ - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -32.45%
Rounded target for matching: -32%
Similar historical periods found: 12
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       12       41.7%     -3.28%     -2.65%      6.11%       -6.53%        1.23%    -11.38%      6.65%
 14 days       12       16.7%     -2.82%     -3.21%      7.29%       -7.84%        1.42%    -15.54%     14.58%
 30 days       12       50.0%     -1.32%     -1.92%      8.37%       -7.23%        3.40%    -13.98%     12.18%
 90 days       12       83.3%     11.79%      9.42%     12.27%        1.63%       17.22%    -15.94%     24.83%
180 days       12       66.7%      4.00%      6.33%     16.64%       -4.24%       16.90%    -17.79%     30.05%
365 days       12       75.0%      7.17%     20.82%     50.03%      -10.97%       52.61%    -43.10%     98.70%


========================================================================================================================

========================================================================================================================
🟢 TOP 2 FUTURES INSTRUMENTS - UNDERVALUED OPPORTUNITIES
========================================================================================================================
Rank Symbol          Under%   R²         Growth%      Price           Upside%    Window  
------------------------------------------------------------------------------------------------------------------------
1    CC=F             30.0%  0.881975     86.2%   $8.7K              42.9%  750 d
2    KC=F             24.7%  0.929080     69.8%   $302.60            32.8%  500 d

📊 DISPLAYING ALL 2 UNDERVALUED FUTURES OPPORTUNITY CHARTS:
--------------------------------------------------------------------------------

Chart 1: CC=F (Undervalued by 30.0%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $8.7K ($8.5K,-3% - $18.3K,+110%)
   +30d (1m): $13.4K,+53.9% ($9.2K,+5% - $19.7K,+126%)
   +60d (2m): $14.5K,+65.7% ($9.9K,+13% - $21.3K,+143%)
   +90d (3m): $15.6K,+78.4% ($10.6K,+21% - $22.9K,+162%)
   +180d (6m): $19.5K,+122.7% ($13.2K,+52% - $28.6K,+227%)
   +365d (1y): $30.7K,+251.5% ($20.9K,+139% - $45.2K,+417%)
   +EOY (188d): $19.8K,+127.2% ($13.5K,+55% - $29.2K,+234%)
   End-of-year outlook: 📈 Bullish Trend (+127.2%)
   Confidence: 88.2% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈-16%)
   📅 Days until EOY 2025: 188 days | EOY Target: $19.8K (+127.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
CC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -6.46%
Rounded target for matching: -6%
Similar historical periods found: 187
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      187       52.9%      0.32%      0.29%      4.74%       -0.39%        0.97%    -13.59%     15.17%
 14 days      187       54.5%      0.83%      0.98%      6.54%        0.04%        1.93%    -18.88%     21.41%
 30 days      187       55.6%      1.35%      1.59%      9.88%        0.17%        3.02%    -23.86%     60.55%
 90 days      186       59.7%      3.46%      4.45%     16.06%        2.12%        6.77%    -28.49%     53.33%
180 days      185       60.0%      6.15%      6.84%     19.88%        3.96%        9.73%    -37.49%     77.79%
365 days      183       76.5%     13.62%     21.13%     34.71%       16.07%       26.19%    -39.24%    143.52%


========================================================================================================================
CC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -15.84%
Rounded target for matching: -16%
Similar historical periods found: 62
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       62       59.7%      1.28%      1.23%      6.19%       -0.35%        2.80%    -14.96%     14.09%
 14 days       62       58.1%      1.80%      1.45%      7.92%       -0.57%        3.46%    -16.05%     20.18%
 30 days       62       67.7%      2.94%      4.88%     13.19%        1.53%        8.23%    -19.04%     56.68%
 90 days       61       72.1%      8.74%     11.63%     17.58%        7.12%       16.13%    -21.31%     53.33%
180 days       61       77.0%     10.42%     13.21%     20.33%        8.00%       18.42%    -27.31%     77.79%
365 days       59       72.9%     10.51%     29.39%     48.45%       16.77%       42.02%    -35.53%    131.45%


========================================================================================================================

Chart 2: KC=F (Undervalued by 24.7%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $302.60 ($340.59,+13% - $474.01,+57%)
   +30d (1m): $427.94,+41.4% ($362.70,+20% - $504.91,+67%)
   +60d (2m): $455.78,+50.6% ($386.25,+28% - $537.83,+78%)
   +90d (3m): $485.43,+60.4% ($411.31,+36% - $572.91,+89%)
   +180d (6m): $586.48,+93.8% ($496.66,+64% - $692.54,+129%)
   +365d (1y): $865.08,+185.9% ($731.49,+142% - $1.0K,+238%)
   +EOY (188d): $596.42,+97.1% ($505.05,+67% - $704.32,+133%)
   End-of-year outlook: 📈 Bullish Trend (+97.1%)
   Confidence: 92.9% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 188 days | EOY Target: $596.42 (+97.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
KC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -20.88%
Rounded target for matching: -21%
Similar historical periods found: 13
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       13       38.5%     -0.99%      0.32%      5.55%       -3.03%        3.68%     -7.44%     10.32%
 14 days       13       76.9%      3.05%      3.86%      8.28%       -1.14%        8.86%    -14.86%     17.85%
 30 days       13       84.6%      6.96%      6.60%      7.31%        2.18%       11.02%     -5.94%     25.22%
 90 days       13       46.2%     -1.11%      4.92%     14.15%       -3.62%       13.47%    -15.49%     27.44%
180 days       13       53.8%      0.93%      7.84%     23.22%       -6.19%       21.87%    -21.35%     48.15%
365 days       13       92.3%     30.30%     49.91%     49.53%       19.98%       79.83%    -23.01%    117.73%


========================================================================================================================
KC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -31.05%
Rounded target for matching: -31%
Similar historical periods found: 7
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        7       71.4%      9.39%      6.29%      5.22%        1.46%       11.12%     -1.97%     10.60%
 14 days        7       71.4%      4.66%      4.20%      7.82%       -3.03%       11.43%     -7.00%     14.23%
 30 days        7       57.1%      0.37%      3.98%      9.58%       -4.88%       12.85%     -7.59%     18.68%
 90 days        7       42.9%     -2.66%      4.52%     18.94%      -12.99%       22.04%    -13.57%     44.35%
180 days        7       28.6%     -6.19%     -6.20%     16.04%      -21.04%        8.63%    -28.01%     15.61%
365 days        7       71.4%     31.28%     14.56%     27.50%      -10.87%       39.99%    -29.39%     46.26%


========================================================================================================================

========================================================================================================================
🔴 TOP 2 FUTURES INSTRUMENTS - OVERVALUED WARNINGS
========================================================================================================================
Rank Symbol          Over%    R²         Growth%      Price           Risk%      Window  
------------------------------------------------------------------------------------------------------------------------
1    PA=F             34.1%  0.859357    -25.0%   $1.1K              25.4%  1000d
2    HO=F             10.5%  0.706127    -17.2%   $2.30               9.5%  500 d

📊 DISPLAYING ALL 2 OVERVALUED FUTURES WARNING CHARTS:
--------------------------------------------------------------------------------

Chart 1: PA=F (Overvalued by 34.1%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $1.1K ($611.51,-43% - $1.0K,-3%)
   +30d (1m): $767.78,-27.9% ($590.93,-45% - $997.56,-6%)
   +60d (2m): $741.96,-30.4% ($571.03,-46% - $964.07,-10%)
   +90d (3m): $717.02,-32.7% ($551.80,-48% - $931.71,-13%)
   +180d (6m): $647.11,-39.3% ($497.91,-53% - $841.01,-21%)
   +365d (1y): $524.07,-50.8% ($403.06,-62% - $681.41,-36%)
   +EOY (188d): $641.23,-39.8% ($493.38,-54% - $833.39,-22%)
   End-of-year outlook: 📉 Bearish Trend (-39.8%)
   Confidence: 85.9% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 13 periods in chart (90d ROC≈6%)
   📅 Days until EOY 2025: 188 days | EOY Target: $641.23 (-39.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PA - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 11.89%
Rounded target for matching: 12%
Similar historical periods found: 130
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      130       60.8%      1.32%      1.18%      5.71%        0.19%        2.17%    -23.20%     15.93%
 14 days      130       59.2%      1.74%      1.73%      9.37%        0.10%        3.35%    -35.79%     25.57%
 30 days      130       66.2%      4.80%      6.82%     16.24%        4.00%        9.64%    -22.73%     84.01%
 90 days      130       61.5%      5.18%     11.55%     25.11%        7.19%       15.91%    -36.40%     79.97%
180 days      126       71.4%     15.61%     23.81%     40.43%       16.68%       30.93%    -55.89%    149.72%
365 days      122       72.1%     26.99%     40.68%     72.28%       27.72%       53.63%    -58.77%    276.52%


========================================================================================================================
PA - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 6.01%
Rounded target for matching: 6%
Similar historical periods found: 97
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       97       56.7%      1.20%      1.41%      6.89%        0.02%        2.80%    -12.65%     43.92%
 14 days       97       52.6%      0.38%      1.06%      7.93%       -0.53%        2.66%    -14.81%     32.22%
 30 days       97       55.7%      1.54%      3.71%     12.08%        1.28%        6.15%    -13.69%     48.82%
 90 days       97       63.9%      9.73%      7.37%     21.39%        3.06%       11.68%    -50.15%     72.26%
180 days       96       61.5%      5.34%     13.54%     38.88%        5.66%       21.42%    -57.85%    135.02%
365 days       89       59.6%      9.08%     22.35%     57.86%       10.16%       34.53%    -58.29%    247.04%


========================================================================================================================

Chart 2: HO=F (Overvalued by 10.5%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $2.30 ($1.81,-21% - $2.38,+4%)
   +30d (1m): $2.03,-11.5% ($1.77,-23% - $2.33,+2%)
   +60d (2m): $1.99,-13.5% ($1.73,-25% - $2.28,-1%)
   +90d (3m): $1.94,-15.4% ($1.69,-26% - $2.23,-3%)
   +180d (6m): $1.82,-20.9% ($1.58,-31% - $2.09,-9%)
   +365d (1y): $1.58,-31.1% ($1.38,-40% - $1.82,-21%)
   +EOY (188d): $1.81,-21.3% ($1.57,-31% - $2.07,-10%)
   End-of-year outlook: 📉 Bearish Trend (-21.3%)
   Confidence: 70.6% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 15 periods in chart (90d ROC≈-7%)
   📅 Days until EOY 2025: 188 days | EOY Target: $1.81 (-21.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
HO - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 5.76%
Rounded target for matching: 6%
Similar historical periods found: 229
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      229       53.7%      0.40%      0.43%      5.04%       -0.23%        1.08%    -12.78%     16.23%
 14 days      229       55.0%      1.08%      0.91%      7.23%       -0.03%        1.86%    -15.77%     22.55%
 30 days      229       51.1%      0.77%      1.51%     10.59%        0.14%        2.89%    -21.77%     32.25%
 90 days      228       53.1%      2.50%      3.07%     20.60%        0.38%        5.76%    -67.44%     68.85%
180 days      222       51.8%      1.27%      7.74%     32.39%        3.45%       12.02%    -64.51%    108.64%
365 days      215       54.4%      4.36%     13.46%     45.49%        7.34%       19.57%    -51.54%    229.09%


========================================================================================================================
HO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.72%
Rounded target for matching: -7%
Similar historical periods found: 96
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       96       51.0%      0.26%      0.25%      3.89%       -0.54%        1.04%    -10.70%     10.06%
 14 days       96       50.0%      0.00%     -0.03%      5.70%       -1.18%        1.12%    -10.09%     14.12%
 30 days       96       44.8%     -1.16%     -0.50%      7.83%       -2.08%        1.09%    -28.85%     23.49%
 90 days       94       50.0%      0.19%     -2.33%     16.32%       -5.68%        1.01%    -52.18%     30.50%
180 days       93       36.6%     -6.58%     -8.70%     23.81%      -13.61%       -3.80%    -61.01%     46.48%
365 days       81       48.1%     -2.38%     -0.48%     37.56%       -8.78%        7.83%    -61.77%    142.03%


========================================================================================================================

FUTURES STATISTICS:
------------------------------------------------------------
Total futures instruments analyzed: 29
Average R-squared: 0.7818
Best R-squared: 0.956362
Average annual growth: 59.2%

Valuation breakdown:
  🟡 FAIR_VALUE: 16 (55.2%) - Hold/Monitor
  🟢 UNDERVALUED: 2 (6.9%) - Buy Opportunities
  🔴 OVERVALUED: 2 (6.9%) - Sell Warnings

Optimal window distribution:
  30 days: 3 instruments (10.3%)
  60 days: 2 instruments (6.9%)
  120 days: 1 instruments (3.4%)
  180 days: 1 instruments (3.4%)
  365 days: 3 instruments (10.3%)

📊 FUTURES TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 2
  🔴 High-quality overvalued warnings: 2
  📈 Top trend performers displayed: 15
  💡 Consider buying undervalued futuress with strong trends
  ⚠️  Consider reducing overvalued futures positions

========================================================================================================================
🔥 TOP 15 INDICES INSTRUMENTS - BEST TREND ANALYSIS
========================================================================================================================
Rank Symbol          R²         Window   Growth%      Price           Valuation    Deviation%
------------------------------------------------------------------------------------------------------------------------
1    ^KS11           0.967761 21  d       685.2%   3.1K            🟡 FAIR           0.0%
2    ^IBEX           0.927651 504 d        22.9%   13.8K           🟡 FAIR           1.5%
3    ^GDAXI          0.913072 504 d        24.5%   23.5K           🟡 FAIR           1.8%
4    ^GSPTSE         0.907133 504 d        17.0%   26.6K           🟡 FAIR           0.7%
5    ^AXJO           0.897273 42  d        45.6%   8.6K            🟡 FAIR          -0.8%
6    ^BSESN          0.868119 1008d        12.2%   82.8K           🟡 FAIR           0.4%
7    IMOEX.ME        0.863544 504 d        33.9%   3.2K            🟢 UNDER        -10.8%
8    ^BVSP           0.861863 126 d        37.2%   135.8K          🟡 FAIR          -3.0%
9    ^NSEI           0.858703 1008d        12.9%   25.2K           🟡 FAIR           0.9%
10   ^HSI            0.834239 378 d        32.4%   24.5K           🟡 FAIR           3.5%
11   ^GSPC           0.825017 504 d        19.6%   6.1K            🟡 FAIR          -2.5%
12   ^FTSE           0.824657 504 d         9.0%   8.7K            🟡 FAIR          -0.5%
13   ^RUI            0.822378 504 d        19.5%   3.3K            🟡 FAIR          -2.5%
14   ^IXIC           0.820879 42  d       121.4%   20.0K           🟡 FAIR          -0.8%
15   ^DJI            0.781935 504 d        14.1%   43.0K           🟡 FAIR          -3.9%

📊 DISPLAYING ALL 15 INDICES TREND LEADER CHARTS:
--------------------------------------------------------------------------------

Chart 1: ^KS11 (R² = 0.9678)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 21 days):
   Current: 3.1K (3.0K,-2% - 3.2K,+2%)
   +30d (1m): 4.0K,+27.7% (3.8K,+24% - 4.1K,+32%)
   +60d (2m): 5.1K,+63.3% (4.8K,+55% - 5.3K,+72%)
   +90d (3m): 6.5K,+108.7% (6.0K,+94% - 7.0K,+124%)
   +180d (6m): 13.5K,+335.6% (11.9K,+282% - 15.4K,+397%)
   +365d (1y): 61.5K,+1877.5% (47.6K,+1430% - 79.4K,+2455%)
   +EOY (188d): 14.5K,+365.0% (12.6K,+306% - 16.6K,+433%)
   End-of-year outlook: 📈 Bullish Trend (+365.0%)
   Confidence: 96.8% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 188 days | EOY Target: 14.5K (+365.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
KS11 - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 19.21%
Rounded target for matching: 19%
Similar historical periods found: 22
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       22       63.6%      0.76%      1.22%      3.52%       -0.35%        2.78%     -5.30%      9.32%
 14 days       22       63.6%      2.00%      3.90%      5.97%        1.25%        6.55%     -3.54%     19.23%
 30 days       22       54.5%      1.63%      5.20%     10.03%        0.75%        9.65%     -9.69%     21.11%
 90 days       22       54.5%      0.98%      7.46%     27.80%       -4.87%       19.78%    -24.82%     59.42%
180 days       22       45.5%     -6.84%     22.62%     63.30%       -5.45%       50.69%    -30.99%    178.77%
365 days       22       45.5%     -8.71%     14.03%     50.85%       -8.51%       36.58%    -38.98%    132.68%


========================================================================================================================
KS11 - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 22.42%
Rounded target for matching: 22%
Similar historical periods found: 50
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       50       60.0%      1.61%      1.54%      3.71%        0.49%        2.60%     -5.19%     15.21%
 14 days       50       78.0%      3.30%      3.18%      4.92%        1.78%        4.57%     -5.59%     22.25%
 30 days       50       68.0%      2.38%      2.73%      8.47%        0.32%        5.14%    -12.78%     35.34%
 90 days       50       68.0%      5.89%      4.93%     14.64%        0.77%        9.08%    -16.17%     61.67%
180 days       50       46.0%     -0.52%      3.64%     18.49%       -1.62%        8.89%    -24.33%     96.69%
365 days       50       50.0%      7.54%     -1.17%     30.86%       -9.95%        7.60%    -43.92%     51.13%


========================================================================================================================

Chart 2: ^IBEX (R² = 0.9277)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 13.8K (12.7K,-8% - 14.5K,+5%)
   +30d (1m): 13.9K,+1.0% (13.1K,-5% - 14.9K,+8%)
   +60d (2m): 14.3K,+3.5% (13.4K,-3% - 15.3K,+11%)
   +90d (3m): 14.7K,+6.1% (13.7K,-1% - 15.6K,+13%)
   +180d (6m): 15.8K,+14.2% (14.8K,+7% - 16.8K,+22%)
   +365d (1y): 18.4K,+32.9% (17.2K,+24% - 19.6K,+42%)
   +EOY (188d): 15.9K,+14.9% (14.9K,+8% - 17.0K,+23%)
   End-of-year outlook: 📈 Bullish Trend (+14.9%)
   Confidence: 92.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 33 periods in chart (90d ROC≈7%)
   📅 Days until EOY 2025: 188 days | EOY Target: 15.9K (+14.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
IBEX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.21%
Rounded target for matching: 0%
Similar historical periods found: 512
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      512       52.5%      0.19%     -0.02%      3.24%       -0.30%        0.26%    -11.83%     11.39%
 14 days      512       55.5%      0.51%      0.22%      4.49%       -0.17%        0.61%    -21.90%     13.15%
 30 days      512       52.1%      0.30%      0.18%      6.91%       -0.42%        0.78%    -35.43%     18.62%
 90 days      512       54.1%      1.37%      0.74%     12.72%       -0.37%        1.84%    -32.83%     58.43%
180 days      497       54.9%      3.86%      2.82%     16.92%        1.33%        4.31%    -39.23%     63.77%
365 days      478       50.4%      0.47%      5.74%     27.80%        3.25%        8.24%    -53.03%    126.88%


========================================================================================================================
IBEX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 6.61%
Rounded target for matching: 7%
Similar historical periods found: 249
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      249       49.4%     -0.09%     -0.15%      2.79%       -0.50%        0.20%    -11.98%      7.21%
 14 days      249       53.8%      0.41%      0.12%      4.22%       -0.40%        0.65%    -25.12%     11.11%
 30 days      249       61.8%      1.16%      0.60%      6.73%       -0.24%        1.44%    -34.33%     15.18%
 90 days      247       63.6%      4.01%      1.69%     12.68%        0.10%        3.28%    -28.82%     41.50%
180 days      238       68.5%      9.09%      4.26%     17.06%        2.08%        6.43%    -39.43%     53.56%
365 days      227       57.7%     10.37%     10.36%     33.88%        5.93%       14.79%    -45.80%    122.43%


========================================================================================================================

Chart 3: ^GDAXI (R² = 0.9131)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 23.5K (21.4K,-9% - 24.9K,+6%)
   +30d (1m): 23.7K,+0.8% (21.9K,-7% - 25.6K,+9%)
   +60d (2m): 24.3K,+3.4% (22.5K,-4% - 26.3K,+12%)
   +90d (3m): 25.0K,+6.2% (23.1K,-2% - 27.0K,+15%)
   +180d (6m): 27.0K,+14.8% (25.0K,+6% - 29.2K,+24%)
   +365d (1y): 31.7K,+34.9% (29.3K,+25% - 34.3K,+46%)
   +EOY (188d): 27.2K,+15.6% (25.1K,+7% - 29.4K,+25%)
   End-of-year outlook: 📈 Bullish Trend (+15.6%)
   Confidence: 91.3% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 32 periods in chart (90d ROC≈4%)
   📅 Days until EOY 2025: 188 days | EOY Target: 27.2K (+15.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GDAXI - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.12%
Rounded target for matching: 0%
Similar historical periods found: 579
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      579       55.8%      0.50%      0.22%      3.16%       -0.04%        0.48%    -17.35%      8.95%
 14 days      579       59.8%      0.97%      0.66%      4.30%        0.31%        1.01%    -21.74%     14.03%
 30 days      579       63.9%      1.99%      1.17%      6.37%        0.65%        1.69%    -32.70%     21.93%
 90 days      575       63.3%      3.99%      2.82%     11.99%        1.84%        3.80%    -33.21%     48.40%
180 days      568       64.1%     10.07%      7.10%     16.67%        5.73%        8.48%    -43.59%     52.13%
365 days      546       72.0%     13.88%     12.54%     24.39%       10.49%       14.59%    -48.30%     76.59%


========================================================================================================================
GDAXI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 4.37%
Rounded target for matching: 4%
Similar historical periods found: 397
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      397       59.9%      0.61%      0.42%      2.66%        0.16%        0.68%    -12.31%      8.42%
 14 days      397       66.0%      1.52%      1.00%      4.18%        0.59%        1.41%    -29.18%     14.11%
 30 days      397       66.8%      2.63%      1.97%      6.02%        1.37%        2.56%    -28.89%     17.98%
 90 days      394       73.4%      6.52%      5.68%     11.35%        4.55%        6.80%    -27.57%     45.96%
180 days      384       71.9%     14.06%     11.36%     16.33%        9.72%       13.00%    -37.53%     64.27%
365 days      372       79.3%     18.09%     18.46%     23.95%       16.01%       20.90%    -50.08%    101.16%


========================================================================================================================

Chart 4: ^GSPTSE (R² = 0.9071)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 26.6K (24.9K,-6% - 27.9K,+5%)
   +30d (1m): 26.9K,+1.2% (25.4K,-4% - 28.5K,+7%)
   +60d (2m): 27.4K,+3.1% (25.9K,-3% - 29.0K,+9%)
   +90d (3m): 27.9K,+5.1% (26.4K,-1% - 29.6K,+11%)
   +180d (6m): 29.5K,+11.1% (27.9K,+5% - 31.3K,+18%)
   +365d (1y): 33.1K,+24.7% (31.3K,+18% - 35.1K,+32%)
   +EOY (188d): 29.7K,+11.7% (28.0K,+5% - 31.4K,+18%)
   End-of-year outlook: 📈 Bullish Trend (+11.7%)
   Confidence: 90.7% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 29 periods in chart (90d ROC≈4%)
   📅 Days until EOY 2025: 188 days | EOY Target: 29.7K (+11.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GSPTSE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 3.71%
Rounded target for matching: 4%
Similar historical periods found: 912
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      912       60.0%      0.36%      0.23%      1.97%        0.11%        0.36%     -9.80%     10.19%
 14 days      912       59.8%      0.51%      0.24%      3.06%        0.04%        0.44%    -29.90%      9.88%
 30 days      912       63.6%      1.17%      0.77%      4.69%        0.46%        1.07%    -33.26%     14.41%
 90 days      912       67.8%      3.02%      2.19%      8.31%        1.65%        2.73%    -35.20%     32.62%
180 days      887       70.9%      5.83%      5.69%     11.55%        4.93%        6.45%    -44.75%     63.57%
365 days      856       75.5%     12.45%     10.10%     18.16%        8.88%       11.32%    -45.79%     80.70%


========================================================================================================================
GSPTSE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 4.25%
Rounded target for matching: 4%
Similar historical periods found: 515
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      515       61.6%      0.45%      0.26%      2.39%        0.05%        0.47%    -21.78%     12.93%
 14 days      515       61.2%      0.81%      0.50%      3.70%        0.18%        0.82%    -26.07%     12.08%
 30 days      515       63.7%      1.63%      1.09%      5.95%        0.57%        1.61%    -33.07%     15.01%
 90 days      515       59.2%      2.87%      2.73%     10.89%        1.78%        3.67%    -39.16%     35.40%
180 days      515       68.5%      4.85%      5.76%     15.54%        4.41%        7.11%    -40.55%     56.32%
365 days      493       74.6%      8.59%     10.88%     19.08%        9.19%       12.57%    -41.36%     75.69%


========================================================================================================================

Chart 5: ^AXJO (R² = 0.8973)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 42 days):
   Current: 8.6K (8.5K,-0% - 8.7K,+2%)
   +30d (1m): 9.0K,+5.5% (8.9K,+4% - 9.2K,+7%)
   +60d (2m): 9.4K,+10.3% (9.3K,+8% - 9.6K,+12%)
   +90d (3m): 9.9K,+15.3% (9.7K,+13% - 10.1K,+18%)
   +180d (6m): 11.3K,+31.9% (10.9K,+27% - 11.7K,+36%)
   +365d (1y): 14.9K,+73.7% (14.0K,+63% - 15.8K,+85%)
   +EOY (188d): 11.4K,+33.4% (11.0K,+29% - 11.8K,+38%)
   End-of-year outlook: 📈 Bullish Trend (+33.4%)
   Confidence: 89.7% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 188 days | EOY Target: 11.4K (+33.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
AXJO - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 3.51%
Rounded target for matching: 4%
Similar historical periods found: 625
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      625       54.6%      0.17%      0.05%      1.88%       -0.10%        0.20%     -9.85%      5.84%
 14 days      625       59.5%      0.58%      0.24%      2.94%        0.01%        0.47%    -25.70%      8.86%
 30 days      625       65.6%      1.28%      0.60%      4.49%        0.25%        0.95%    -31.41%     10.05%
 90 days      618       69.9%      2.69%      2.70%      6.67%        2.17%        3.22%    -25.84%     26.05%
180 days      613       74.1%      5.66%      5.46%      9.85%        4.68%        6.24%    -38.45%     29.69%
365 days      593       76.1%     10.70%     11.27%     14.50%       10.10%       12.44%    -49.17%     38.74%


========================================================================================================================
AXJO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 0.22%
Rounded target for matching: 0%
Similar historical periods found: 366
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      366       53.6%      0.18%     -0.12%      2.41%       -0.37%        0.13%    -13.48%      6.97%
 14 days      366       57.7%      0.35%      0.23%      3.26%       -0.10%        0.57%    -25.60%     10.45%
 30 days      366       66.7%      1.31%      0.68%      4.29%        0.24%        1.12%    -22.38%     12.06%
 90 days      356       67.7%      2.52%      1.33%      7.19%        0.58%        2.08%    -29.30%     15.15%
180 days      356       69.9%      3.11%      3.03%      8.50%        2.14%        3.91%    -38.88%     25.09%
365 days      354       71.8%      8.84%      6.15%     13.12%        4.78%        7.52%    -49.37%     32.34%


========================================================================================================================

Chart 6: ^BSESN (R² = 0.8681)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1008 days):
   Current: 82.8K (74.4K,-10% - 91.2K,+10%)
   +30d (1m): 83.5K,+0.9% (75.5K,-9% - 92.5K,+12%)
   +60d (2m): 84.7K,+2.3% (76.5K,-8% - 93.8K,+13%)
   +90d (3m): 85.9K,+3.7% (77.6K,-6% - 95.0K,+15%)
   +180d (6m): 89.4K,+8.1% (80.8K,-2% - 99.0K,+20%)
   +365d (1y): 97.3K,+17.6% (87.9K,+6% - 107.8K,+30%)
   +EOY (188d): 89.8K,+8.5% (81.1K,-2% - 99.4K,+20%)
   End-of-year outlook: 📈 Bullish Trend (+8.5%)
   Confidence: 86.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 34 periods in chart (90d ROC≈7%)
   📅 Days until EOY 2025: 188 days | EOY Target: 89.8K (+8.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BSESN - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 1.75%
Rounded target for matching: 2%
Similar historical periods found: 443
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      443       56.4%      0.56%      0.34%      3.09%        0.05%        0.63%    -10.09%     11.21%
 14 days      443       60.3%      0.88%      0.62%      4.66%        0.18%        1.05%    -12.78%     17.06%
 30 days      443       55.8%      1.37%      0.83%      7.30%        0.15%        1.51%    -40.66%     29.01%
 90 days      441       67.1%      4.01%      3.66%     12.58%        2.49%        4.84%    -37.01%     67.99%
180 days      434       75.1%      7.16%      8.39%     16.93%        6.79%        9.99%    -45.45%     92.64%
365 days      401       76.3%     14.94%     16.21%     26.65%       13.59%       18.83%    -46.50%    106.94%


========================================================================================================================
BSESN - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 7.04%
Rounded target for matching: 7%
Similar historical periods found: 182
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      182       60.4%      0.42%      0.39%      2.72%       -0.01%        0.78%    -10.55%     10.38%
 14 days      182       56.6%      0.61%      0.46%      4.33%       -0.18%        1.09%    -15.28%     11.91%
 30 days      182       60.4%      1.44%      0.49%      7.85%       -0.65%        1.64%    -35.17%     27.58%
 90 days      182       68.1%      4.00%      3.98%     11.97%        2.23%        5.73%    -23.36%     45.02%
180 days      182       74.2%      9.36%     10.30%     19.70%        7.42%       13.18%    -43.01%     68.31%
365 days      168       80.4%     17.94%     20.15%     25.63%       16.25%       24.06%    -45.64%     99.63%


========================================================================================================================

Chart 7: IMOEX.ME (R² = 0.8635)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 3.2K (3.2K,-2% - 4.1K,+28%)
   +30d (1m): 3.7K,+16.0% (3.3K,+2% - 4.3K,+32%)
   +60d (2m): 3.9K,+20.1% (3.4K,+5% - 4.4K,+37%)
   +90d (3m): 4.0K,+24.4% (3.5K,+9% - 4.6K,+42%)
   +180d (6m): 4.4K,+38.1% (3.9K,+21% - 5.1K,+58%)
   +365d (1y): 5.5K,+71.0% (4.8K,+50% - 6.3K,+96%)
   +EOY (188d): 4.5K,+39.3% (3.9K,+22% - 5.1K,+59%)
   End-of-year outlook: 📈 Bullish Trend (+39.3%)
   Confidence: 86.4% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 16 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 188 days | EOY Target: 4.5K (+39.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
IMOEX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -7.32%
Rounded target for matching: -7%
Similar historical periods found: 48
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       48       47.9%     -0.14%     -0.61%      6.07%       -2.38%        1.15%    -31.38%      7.68%
 14 days       48       54.2%      0.58%     -1.04%      7.98%       -3.36%        1.28%    -28.83%     10.47%
 30 days       48       52.1%      1.20%     -0.65%     10.49%       -3.70%        2.40%    -39.28%     16.89%
 90 days       48       60.4%      2.58%     -3.08%     19.13%       -8.63%        2.47%    -41.03%     26.98%
180 days       48       70.8%      7.14%      3.01%     22.76%       -3.60%        9.62%    -48.49%     37.87%
365 days       48       75.0%     24.05%     15.99%     23.01%        9.31%       22.67%    -31.76%     61.80%


========================================================================================================================
IMOEX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -0.32%
Rounded target for matching: 0%
Similar historical periods found: 83
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       83       65.1%      0.80%      0.49%      2.86%       -0.13%        1.12%    -12.98%      6.37%
 14 days       83       56.6%      0.59%     -0.13%      5.16%       -1.26%        1.00%    -17.84%     10.47%
 30 days       83       61.4%      1.50%      0.73%      6.46%       -0.68%        2.14%    -15.48%     16.24%
 90 days       81       84.0%      4.49%      4.72%     11.09%        2.27%        7.17%    -40.89%     26.98%
180 days       76       86.8%     11.86%     11.56%     16.70%        7.75%       15.38%    -47.75%     53.27%
365 days       76       92.1%     23.35%     23.28%     18.26%       19.11%       27.46%    -26.48%     59.18%


========================================================================================================================

Chart 8: ^BVSP (R² = 0.8619)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 126 days):
   Current: 135.8K (134.9K,-1% - 145.2K,+7%)
   +30d (1m): 145.3K,+7.0% (140.0K,+3% - 150.8K,+11%)
   +60d (2m): 150.9K,+11.1% (145.3K,+7% - 156.7K,+15%)
   +90d (3m): 156.7K,+15.4% (150.7K,+11% - 162.9K,+20%)
   +180d (6m): 175.4K,+29.2% (168.2K,+24% - 183.0K,+35%)
   +365d (1y): 221.3K,+63.0% (209.9K,+55% - 233.2K,+72%)
   +EOY (188d): 177.2K,+30.5% (169.8K,+25% - 184.9K,+36%)
   End-of-year outlook: 📈 Bullish Trend (+30.5%)
   Confidence: 86.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈7%)
   📅 Days until EOY 2025: 188 days | EOY Target: 177.2K (+30.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BVSP - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -2.30%
Rounded target for matching: -2%
Similar historical periods found: 299
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      299       48.8%     -0.09%      0.01%      4.20%       -0.47%        0.49%    -13.59%     14.88%
 14 days      299       50.5%      0.24%      0.09%      6.74%       -0.68%        0.86%    -37.40%     19.32%
 30 days      299       51.8%      0.29%      0.08%     10.20%       -1.08%        1.24%    -38.71%     34.63%
 90 days      298       63.1%      4.91%      5.05%     15.39%        3.30%        6.81%    -48.76%     62.73%
180 days      289       67.8%      6.92%     10.34%     23.96%        7.56%       13.11%    -51.46%     82.00%
365 days      269       73.6%     13.38%     20.37%     35.73%       16.08%       24.66%    -41.92%    193.14%


========================================================================================================================
BVSP - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 7.31%
Rounded target for matching: 7%
Similar historical periods found: 187
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      187       52.4%      0.23%      0.15%      4.10%       -0.44%        0.74%    -22.72%     12.68%
 14 days      187       54.5%      0.47%      0.67%      6.01%       -0.20%        1.54%    -30.47%     15.61%
 30 days      187       53.5%      1.60%      0.54%      9.04%       -0.76%        1.85%    -33.41%     21.20%
 90 days      185       51.9%      0.17%      0.76%     16.64%       -1.65%        3.17%    -54.44%     47.67%
180 days      178       48.9%     -0.64%      6.66%     26.35%        2.76%       10.56%    -43.25%     96.41%
365 days      174       57.5%      8.13%     12.71%     36.88%        7.19%       18.23%    -45.46%    180.95%


========================================================================================================================

Chart 9: ^NSEI (R² = 0.8587)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1008 days):
   Current: 25.2K (22.4K,-11% - 28.0K,+11%)
   +30d (1m): 25.4K,+0.6% (22.7K,-10% - 28.4K,+12%)
   +60d (2m): 25.8K,+2.0% (23.0K,-9% - 28.8K,+14%)
   +90d (3m): 26.1K,+3.5% (23.4K,-7% - 29.2K,+16%)
   +180d (6m): 27.3K,+8.1% (24.4K,-3% - 30.5K,+21%)
   +365d (1y): 29.8K,+18.1% (26.7K,+6% - 33.3K,+32%)
   +EOY (188d): 27.4K,+8.5% (24.5K,-3% - 30.6K,+21%)
   End-of-year outlook: 📈 Bullish Trend (+8.5%)
   Confidence: 85.9% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 37 periods in chart (90d ROC≈8%)
   📅 Days until EOY 2025: 188 days | EOY Target: 27.4K (+8.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NSEI - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.34%
Rounded target for matching: 2%
Similar historical periods found: 371
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      371       57.4%      0.48%      0.26%      2.75%       -0.02%        0.54%     -7.76%     13.58%
 14 days      371       59.6%      0.96%      0.52%      3.87%        0.12%        0.92%    -11.61%     14.96%
 30 days      371       61.2%      1.54%      0.89%      6.64%        0.22%        1.57%    -41.28%     45.00%
 90 days      368       65.5%      4.78%      3.36%     11.50%        2.18%        4.54%    -35.82%     63.35%
180 days      364       76.4%      6.61%      7.31%     14.62%        5.80%        8.82%    -44.32%     80.38%
365 days      324       82.1%     13.86%     16.66%     17.73%       14.72%       18.60%    -28.47%    101.17%


========================================================================================================================
NSEI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 7.97%
Rounded target for matching: 8%
Similar historical periods found: 161
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      161       61.5%      0.76%      0.33%      2.52%       -0.06%        0.72%     -9.01%      9.06%
 14 days      161       57.1%      0.58%      0.46%      3.64%       -0.11%        1.03%    -20.91%     11.82%
 30 days      161       60.9%      1.37%      0.20%      6.64%       -0.83%        1.23%    -31.98%     13.23%
 90 days      161       67.1%      2.82%      3.56%      7.79%        2.35%        4.77%    -22.39%     20.33%
180 days      160       74.4%      5.92%      4.91%     12.52%        2.95%        6.86%    -52.53%     32.03%
365 days      151       79.5%     12.13%     10.96%     12.53%        8.94%       12.97%    -17.25%     36.23%


========================================================================================================================

Chart 10: ^HSI (R² = 0.8342)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 378 days):
   Current: 24.5K (21.2K,-13% - 26.3K,+7%)
   +30d (1m): 24.4K,-0.1% (22.0K,-10% - 27.2K,+11%)
   +60d (2m): 25.3K,+3.3% (22.7K,-7% - 28.1K,+15%)
   +90d (3m): 26.1K,+6.8% (23.5K,-4% - 29.1K,+19%)
   +180d (6m): 28.9K,+18.0% (25.9K,+6% - 32.2K,+32%)
   +365d (1y): 35.5K,+45.0% (31.8K,+30% - 39.6K,+62%)
   +EOY (188d): 29.1K,+19.1% (26.2K,+7% - 32.5K,+33%)
   End-of-year outlook: 📈 Bullish Trend (+19.1%)
   Confidence: 83.4% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 14 periods in chart (90d ROC≈12%)
   📅 Days until EOY 2025: 188 days | EOY Target: 29.1K (+19.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
HSI - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 3.53%
Rounded target for matching: 4%
Similar historical periods found: 498
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      498       50.8%      0.08%     -0.19%      3.97%       -0.54%        0.16%    -41.76%     15.24%
 14 days      498       55.0%      0.74%      0.41%      5.53%       -0.08%        0.90%    -45.14%     21.75%
 30 days      498       63.1%      1.72%      1.20%      8.71%        0.44%        1.97%    -45.62%     38.69%
 90 days      497       64.6%      3.98%      3.63%     14.99%        2.30%        4.95%    -39.74%     67.93%
180 days      497       61.6%      6.05%      5.82%     19.94%        4.07%        7.58%    -47.15%     82.65%
365 days      488       63.9%      7.00%     11.77%     29.16%        9.17%       14.36%    -50.43%    135.36%


========================================================================================================================
HSI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 11.97%
Rounded target for matching: 12%
Similar historical periods found: 216
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      216       60.2%      0.75%      0.58%      2.86%        0.19%        0.96%     -7.91%      8.86%
 14 days      216       56.0%      0.77%      0.91%      4.27%        0.34%        1.48%     -8.88%     16.67%
 30 days      216       61.1%      1.39%      1.52%      6.51%        0.65%        2.40%    -18.04%     24.69%
 90 days      215       64.2%      3.44%      4.15%     13.42%        2.35%        5.96%    -33.80%     63.35%
180 days      209       70.3%     10.27%      8.92%     16.83%        6.62%       11.21%    -39.45%     50.85%
365 days      202       66.8%      5.68%     12.78%     27.85%        8.91%       16.64%    -44.44%    120.67%


========================================================================================================================

Chart 11: ^GSPC (R² = 0.8250)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 6.1K (5.7K,-7% - 6.9K,+13%)
   +30d (1m): 6.4K,+4.8% (5.8K,-5% - 7.0K,+15%)
   +60d (2m): 6.5K,+7.1% (5.9K,-3% - 7.2K,+18%)
   +90d (3m): 6.7K,+9.4% (6.1K,-0% - 7.3K,+20%)
   +180d (6m): 7.1K,+16.6% (6.5K,+6% - 7.8K,+28%)
   +365d (1y): 8.1K,+33.0% (7.4K,+21% - 8.9K,+46%)
   +EOY (188d): 7.1K,+17.3% (6.5K,+7% - 7.9K,+29%)
   End-of-year outlook: 📈 Bullish Trend (+17.3%)
   Confidence: 82.5% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 19 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 188 days | EOY Target: 7.1K (+17.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GSPC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 4.24%
Rounded target for matching: 4%
Similar historical periods found: 1985
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     1985       59.1%      0.44%      0.29%      2.29%        0.19%        0.39%    -14.38%     19.57%
 14 days     1985       60.7%      0.80%      0.43%      3.30%        0.28%        0.57%    -24.69%     28.90%
 30 days     1985       62.6%      1.52%      0.89%      5.09%        0.66%        1.11%    -31.35%     37.00%
 90 days     1983       70.4%      3.87%      3.30%      8.99%        2.91%        3.70%    -37.51%     64.53%
180 days     1966       74.0%      8.19%      7.06%     14.18%        6.43%        7.69%    -58.12%     57.87%
365 days     1945       77.2%     13.36%     13.81%     20.76%       12.89%       14.74%    -72.90%     72.71%


========================================================================================================================
GSPC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -0.37%
Rounded target for matching: 0%
Similar historical periods found: 961
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      961       57.0%      0.32%      0.11%      2.68%       -0.06%        0.28%    -23.62%     12.38%
 14 days      961       59.5%      0.75%      0.27%      3.66%        0.04%        0.50%    -25.50%     10.80%
 30 days      961       58.2%      1.00%      0.30%      5.98%       -0.08%        0.68%    -26.65%     17.38%
 90 days      958       59.9%      2.59%      1.77%      9.95%        1.14%        2.40%    -47.96%     54.19%
180 days      958       62.1%      5.40%      3.59%     14.73%        2.65%        4.52%    -53.59%     45.52%
365 days      956       73.2%      9.74%      9.40%     21.79%        8.01%       10.78%    -64.12%     76.15%


========================================================================================================================

Chart 12: ^FTSE (R² = 0.8247)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 8.7K (8.4K,-4% - 9.2K,+5%)
   +30d (1m): 8.9K,+1.6% (8.5K,-3% - 9.3K,+6%)
   +60d (2m): 8.9K,+2.6% (8.5K,-2% - 9.4K,+7%)
   +90d (3m): 9.0K,+3.7% (8.6K,-1% - 9.5K,+9%)
   +180d (6m): 9.3K,+6.9% (8.9K,+2% - 9.8K,+12%)
   +365d (1y): 9.9K,+14.0% (9.5K,+9% - 10.4K,+19%)
   +EOY (188d): 9.3K,+7.2% (8.9K,+2% - 9.8K,+12%)
   End-of-year outlook: 📈 Bullish Trend (+7.2%)
   Confidence: 82.5% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 48 periods in chart (90d ROC≈-1%)
   📅 Days until EOY 2025: 188 days | EOY Target: 9.3K (+7.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
FTSE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 1.35%
Rounded target for matching: 1%
Similar historical periods found: 965
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      965       52.3%      0.13%     -0.02%      2.64%       -0.19%        0.14%    -26.84%      8.72%
 14 days      965       52.6%      0.18%     -0.03%      3.41%       -0.24%        0.19%    -30.14%     10.62%
 30 days      965       57.7%      0.83%      0.37%      4.73%        0.08%        0.67%    -29.16%     15.22%
 90 days      961       59.8%      1.87%      1.18%      8.15%        0.66%        1.70%    -32.37%     24.82%
180 days      944       73.3%      4.74%      3.85%     10.92%        3.15%        4.55%    -30.76%     43.03%
365 days      915       68.6%      7.62%      7.51%     17.03%        6.40%        8.61%    -40.42%     62.79%


========================================================================================================================
FTSE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -0.52%
Rounded target for matching: -1%
Similar historical periods found: 505
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      505       51.1%      0.04%     -0.10%      2.52%       -0.32%        0.12%    -10.36%      9.75%
 14 days      505       51.3%      0.05%      0.15%      3.43%       -0.15%        0.45%    -11.77%     10.96%
 30 days      505       56.8%      0.77%      0.21%      5.13%       -0.24%        0.66%    -20.91%     18.24%
 90 days      503       61.4%      2.43%      1.30%     10.01%        0.42%        2.18%    -31.97%     27.02%
180 days      485       67.0%      4.88%      3.86%     14.90%        2.53%        5.19%    -36.13%     49.85%
365 days      473       61.5%      5.97%      5.44%     18.22%        3.79%        7.09%    -43.20%     53.22%


========================================================================================================================

Chart 13: ^RUI (R² = 0.8224)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 3.3K (3.1K,-7% - 3.8K,+13%)
   +30d (1m): 3.5K,+4.8% (3.2K,-5% - 3.8K,+15%)
   +60d (2m): 3.6K,+7.1% (3.2K,-3% - 3.9K,+18%)
   +90d (3m): 3.6K,+9.4% (3.3K,-1% - 4.0K,+20%)
   +180d (6m): 3.9K,+16.6% (3.5K,+6% - 4.3K,+28%)
   +365d (1y): 4.4K,+32.9% (4.0K,+21% - 4.9K,+46%)
   +EOY (188d): 3.9K,+17.2% (3.6K,+7% - 4.3K,+29%)
   End-of-year outlook: 📈 Bullish Trend (+17.2%)
   Confidence: 82.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 12 periods in chart (90d ROC≈-1%)
   📅 Days until EOY 2025: 188 days | EOY Target: 3.9K (+17.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
RUI - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 4.08%
Rounded target for matching: 4%
Similar historical periods found: 759
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      759       61.3%      0.50%      0.30%      2.05%        0.15%        0.44%    -11.63%      7.55%
 14 days      759       64.0%      0.92%      0.33%      3.08%        0.11%        0.55%    -19.27%      9.90%
 30 days      759       64.2%      1.59%      0.75%      5.09%        0.38%        1.11%    -31.84%     11.13%
 90 days      758       71.1%      4.01%      3.03%      8.06%        2.46%        3.61%    -30.97%     19.77%
180 days      741       82.9%      9.29%      7.92%     11.47%        7.09%        8.75%    -42.60%     32.13%
365 days      716       84.9%     19.91%     17.29%     19.41%       15.87%       18.72%    -55.42%     56.52%


========================================================================================================================
RUI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -0.74%
Rounded target for matching: -1%
Similar historical periods found: 266
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      266       59.4%      0.49%      0.41%      2.40%        0.12%        0.70%    -13.22%      7.18%
 14 days      266       63.9%      1.17%      0.46%      3.70%        0.02%        0.91%    -19.53%      8.74%
 30 days      266       69.5%      2.68%      1.46%      4.77%        0.89%        2.04%    -12.13%     13.63%
 90 days      260       77.3%      5.97%      4.41%      9.68%        3.23%        5.59%    -38.01%     25.91%
180 days      260       75.8%      9.13%      7.43%     14.46%        5.66%        9.19%    -46.08%     35.48%
365 days      258       77.9%     15.98%     13.26%     23.58%       10.37%       16.15%    -46.31%     56.17%


========================================================================================================================

Chart 14: ^IXIC (R² = 0.8209)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 42 days):
   Current: 20.0K (19.4K,-3% - 20.9K,+5%)
   +30d (1m): 22.1K,+10.9% (21.2K,+6% - 23.1K,+16%)
   +60d (2m): 24.3K,+21.9% (23.1K,+16% - 25.6K,+28%)
   +90d (3m): 26.8K,+33.9% (25.1K,+26% - 28.5K,+43%)
   +180d (6m): 35.5K,+77.9% (32.2K,+61% - 39.2K,+96%)
   +365d (1y): 63.7K,+218.8% (53.1K,+166% - 76.3K,+282%)
   +EOY (188d): 36.4K,+82.4% (32.9K,+65% - 40.4K,+102%)
   End-of-year outlook: 📈 Bullish Trend (+82.4%)
   Confidence: 82.1% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 188 days | EOY Target: 36.4K (+82.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
IXIC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 6.76%
Rounded target for matching: 7%
Similar historical periods found: 578
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      578       63.0%      0.93%      0.68%      2.55%        0.48%        0.89%     -9.99%     13.90%
 14 days      578       62.5%      0.96%      0.84%      3.90%        0.52%        1.16%    -11.87%     17.03%
 30 days      578       62.1%      1.49%      1.22%      6.58%        0.68%        1.75%    -28.13%     26.25%
 90 days      578       67.3%      4.14%      4.21%     11.49%        3.27%        5.15%    -36.78%     48.66%
180 days      571       78.1%     10.94%      9.84%     16.79%        8.46%       11.22%    -57.36%     63.17%
365 days      554       78.0%     18.89%     19.27%     27.13%       17.00%       21.53%    -54.10%    143.67%


========================================================================================================================
IXIC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 0.14%
Rounded target for matching: 0%
Similar historical periods found: 422
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      422       62.3%      0.75%      0.43%      3.11%        0.13%        0.73%    -29.25%      7.58%
 14 days      422       65.9%      1.57%      0.93%      4.03%        0.54%        1.31%    -24.24%     15.04%
 30 days      422       70.6%      2.89%      2.03%      6.59%        1.40%        2.66%    -25.09%     24.60%
 90 days      421       75.1%      5.64%      5.57%     13.38%        4.29%        6.85%    -37.43%     49.19%
180 days      421       80.0%     13.48%     12.56%     19.78%       10.67%       14.46%    -42.51%     98.13%
365 days      420       81.0%     19.15%     21.12%     27.28%       18.50%       23.74%    -55.93%    127.79%


========================================================================================================================

Chart 15: ^DJI (R² = 0.7819)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 43.0K (41.3K,-4% - 48.4K,+13%)
   +30d (1m): 45.4K,+5.7% (41.9K,-2% - 49.2K,+14%)
   +60d (2m): 46.1K,+7.3% (42.6K,-1% - 50.0K,+16%)
   +90d (3m): 46.9K,+9.0% (43.3K,+1% - 50.8K,+18%)
   +180d (6m): 49.1K,+14.3% (45.4K,+6% - 53.2K,+24%)
   +365d (1y): 54.2K,+26.0% (50.0K,+16% - 58.7K,+37%)
   +EOY (188d): 49.3K,+14.8% (45.5K,+6% - 53.5K,+24%)
   End-of-year outlook: 📈 Bullish Trend (+14.8%)
   Confidence: 78.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 10 periods in chart (90d ROC≈-4%)
   📅 Days until EOY 2025: 188 days | EOY Target: 49.3K (+14.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
DJI - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 1.35%
Rounded target for matching: 1%
Similar historical periods found: 771
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      771       56.2%      0.22%      0.12%      2.29%       -0.04%        0.28%    -11.64%      6.31%
 14 days      771       57.6%      0.57%      0.23%      3.20%       -0.00%        0.45%    -26.88%      8.65%
 30 days      771       63.4%      1.22%      0.81%      4.52%        0.49%        1.13%    -27.39%     11.55%
 90 days      770       74.0%      3.16%      3.39%      7.37%        2.87%        3.91%    -28.65%     23.38%
180 days      769       78.0%      6.54%      5.94%     10.65%        5.18%        6.69%    -36.79%     37.37%
365 days      747       80.1%     14.50%     12.72%     15.99%       11.57%       13.87%    -50.05%     51.04%


========================================================================================================================
DJI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -3.87%
Rounded target for matching: -4%
Similar historical periods found: 237
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      237       64.6%      1.25%      0.56%      3.33%        0.13%        0.98%    -17.89%      7.28%
 14 days      237       68.8%      1.89%      1.08%      3.90%        0.58%        1.58%    -14.18%      8.62%
 30 days      237       65.0%      2.25%      1.58%      4.51%        1.00%        2.15%    -13.93%     11.07%
 90 days      230       78.3%      3.95%      4.19%      7.90%        3.16%        5.21%    -24.79%     21.79%
180 days      230       80.4%      6.25%      5.99%     14.20%        4.14%        7.83%    -44.30%     33.99%
365 days      230       77.4%     16.22%     12.94%     18.36%       10.56%       15.33%    -38.08%     48.75%


========================================================================================================================

========================================================================================================================
🟢 TOP 1 INDICES INSTRUMENTS - UNDERVALUED OPPORTUNITIES
========================================================================================================================
Rank Symbol          Under%   R²         Growth%      Price           Upside%    Window  
------------------------------------------------------------------------------------------------------------------------
1    IMOEX.ME         10.8%  0.863544     33.9%   3.2K               12.1%  504 d

📊 DISPLAYING ALL 1 UNDERVALUED INDICES OPPORTUNITY CHARTS:
--------------------------------------------------------------------------------

Chart 1: IMOEX.ME (Undervalued by 10.8%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 3.2K (3.2K,-2% - 4.1K,+28%)
   +30d (1m): 3.7K,+16.0% (3.3K,+2% - 4.3K,+32%)
   +60d (2m): 3.9K,+20.1% (3.4K,+5% - 4.4K,+37%)
   +90d (3m): 4.0K,+24.4% (3.5K,+9% - 4.6K,+42%)
   +180d (6m): 4.4K,+38.1% (3.9K,+21% - 5.1K,+58%)
   +365d (1y): 5.5K,+71.0% (4.8K,+50% - 6.3K,+96%)
   +EOY (188d): 4.5K,+39.3% (3.9K,+22% - 5.1K,+59%)
   End-of-year outlook: 📈 Bullish Trend (+39.3%)
   Confidence: 86.4% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 16 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 188 days | EOY Target: 4.5K (+39.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
IMOEX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -7.32%
Rounded target for matching: -7%
Similar historical periods found: 48
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       48       47.9%     -0.14%     -0.61%      6.07%       -2.38%        1.15%    -31.38%      7.68%
 14 days       48       54.2%      0.58%     -1.04%      7.98%       -3.36%        1.28%    -28.83%     10.47%
 30 days       48       52.1%      1.20%     -0.65%     10.49%       -3.70%        2.40%    -39.28%     16.89%
 90 days       48       60.4%      2.58%     -3.08%     19.13%       -8.63%        2.47%    -41.03%     26.98%
180 days       48       70.8%      7.14%      3.01%     22.76%       -3.60%        9.62%    -48.49%     37.87%
365 days       48       75.0%     24.05%     15.99%     23.01%        9.31%       22.67%    -31.76%     61.80%


========================================================================================================================
IMOEX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -0.32%
Rounded target for matching: 0%
Similar historical periods found: 83
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       83       65.1%      0.80%      0.49%      2.86%       -0.13%        1.12%    -12.98%      6.37%
 14 days       83       56.6%      0.59%     -0.13%      5.16%       -1.26%        1.00%    -17.84%     10.47%
 30 days       83       61.4%      1.50%      0.73%      6.46%       -0.68%        2.14%    -15.48%     16.24%
 90 days       81       84.0%      4.49%      4.72%     11.09%        2.27%        7.17%    -40.89%     26.98%
180 days       76       86.8%     11.86%     11.56%     16.70%        7.75%       15.38%    -47.75%     53.27%
365 days       76       92.1%     23.35%     23.28%     18.26%       19.11%       27.46%    -26.48%     59.18%


========================================================================================================================

INDICES STATISTICS:
------------------------------------------------------------
Total indices instruments analyzed: 22
Average R-squared: 0.8044
Best R-squared: 0.967761
Average annual growth: 52.6%

Valuation breakdown:
  🟡 FAIR_VALUE: 17 (77.3%) - Hold/Monitor
  🟢 UNDERVALUED: 1 (4.5%) - Buy Opportunities

Optimal window distribution:
  21 days (~1m): 3 instruments (13.6%)
  42 days (~2m): 4 instruments (18.2%)
  126 days (~6m): 1 instruments (4.5%)
  378 days (~18m): 1 instruments (4.5%)
  504 days (~24m): 10 instruments (45.5%)

📊 INDICES TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 1
  🔴 High-quality overvalued warnings: 0
  📈 Top trend performers displayed: 15
  💡 Consider buying undervalued indicess with strong trends

========================================================================================================================
🔥 TOP 15 STOCK INSTRUMENTS - BEST TREND ANALYSIS
========================================================================================================================
Rank Symbol          R²         Window   Growth%      Price           Valuation    Deviation%
------------------------------------------------------------------------------------------------------------------------
1    T               0.962802 504 d        52.4%   $27.92          🟡 FAIR          -0.7%
2    NFLX            0.945621 504 d        76.3%   $1.3K           🔴 OVER          10.5%
3    PM              0.944436 378 d        70.0%   $179.60         🟡 FAIR           3.2%
4    MSFT            0.942183 21  d       134.7%   $492.27         🟡 FAIR           0.8%
5    TMUS            0.935200 504 d        46.1%   $230.90         🟢 UNDER        -13.2%
6    PLTR            0.934928 252 d       519.3%   $142.90         🟡 FAIR          -7.1%
7    JPM             0.934541 504 d        44.2%   $284.06         🟡 FAIR           1.6%
8    BRK-B           0.933746 504 d        25.4%   $486.21         🟡 FAIR          -7.7%
9    IBM             0.932763 504 d        47.2%   $291.06         🟡 FAIR           7.4%
10   WMT             0.927982 504 d        50.3%   $97.26          🟡 FAIR          -5.6%
11   LLY             0.927416 1008d        50.3%   $792.30         🟢 UNDER        -23.7%
12   MRK             0.925398 252 d       -38.9%   $79.67          🟡 FAIR           5.5%
13   COST            0.921594 504 d        46.7%   $986.54         🟢 UNDER        -12.4%
14   RTX             0.911881 42  d       171.3%   $141.38         🟡 FAIR          -3.5%
15   GE              0.908967 504 d        72.8%   $249.90         🟡 FAIR           1.3%

📊 DISPLAYING ALL 15 STOCK TREND LEADER CHARTS:
--------------------------------------------------------------------------------

Chart 1: T (R² = 0.9628)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $27.92 ($25.59,-8% - $30.91,+11%)
   +30d (1m): $29.58,+5.9% ($26.91,-4% - $32.51,+16%)
   +60d (2m): $31.10,+11.4% ($28.29,+1% - $34.18,+22%)
   +90d (3m): $32.70,+17.1% ($29.75,+7% - $35.94,+29%)
   +180d (6m): $38.01,+36.1% ($34.57,+24% - $41.80,+50%)
   +365d (1y): $51.80,+85.5% ($47.07,+69% - $57.01,+104%)
   +EOY (188d): $38.52,+38.0% ($35.04,+25% - $42.36,+52%)
   End-of-year outlook: 📈 Bullish Trend (+38.0%)
   Confidence: 96.3% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈10%)
   📅 Days until EOY 2025: 188 days | EOY Target: $38.52 (+38.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
T - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 3.37%
Rounded target for matching: 3%
Similar historical periods found: 639
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      639       55.4%      0.51%      0.43%      3.48%        0.16%        0.70%    -18.13%     13.39%
 14 days      639       62.8%      1.51%      1.18%      4.77%        0.81%        1.55%    -16.42%     17.55%
 30 days      639       64.2%      2.07%      1.86%      6.82%        1.33%        2.39%    -26.70%     27.62%
 90 days      636       67.3%      5.98%      5.21%     12.26%        4.26%        6.17%    -41.80%     33.24%
180 days      624       73.9%     10.68%     11.94%     18.43%       10.49%       13.39%    -39.46%     51.37%
365 days      608       81.4%     19.29%     22.51%     27.75%       20.30%       24.72%    -40.09%    107.56%


========================================================================================================================
T - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 10.09%
Rounded target for matching: 10%
Similar historical periods found: 318
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      318       61.3%      0.81%      0.71%      3.31%        0.35%        1.08%     -8.59%     11.89%
 14 days      318       61.3%      1.24%      1.02%      4.61%        0.51%        1.52%    -18.80%     16.28%
 30 days      318       63.8%      2.44%      1.86%      6.64%        1.13%        2.60%    -17.31%     18.88%
 90 days      318       67.9%      6.25%      6.85%     11.83%        5.54%        8.15%    -38.45%     38.06%
180 days      318       74.5%     10.88%     13.02%     18.40%       10.99%       15.04%    -39.18%     55.30%
365 days      312       83.7%     21.59%     24.25%     28.11%       21.12%       27.39%    -52.21%    100.98%


========================================================================================================================

Chart 2: NFLX (R² = 0.9456)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $1.3K ($988.29,-23% - $1.3K,+6%)
   +30d (1m): $1.2K,-3.2% ($1.1K,-17% - $1.4K,+13%)
   +60d (2m): $1.3K,+3.5% ($1.1K,-11% - $1.5K,+21%)
   +90d (3m): $1.4K,+10.8% ($1.2K,-5% - $1.6K,+29%)
   +180d (6m): $1.7K,+35.6% ($1.5K,+16% - $2.0K,+58%)
   +365d (1y): $2.6K,+105.6% ($2.2K,+76% - $3.1K,+141%)
   +EOY (188d): $1.8K,+38.1% ($1.5K,+18% - $2.1K,+61%)
   End-of-year outlook: 📈 Bullish Trend (+38.1%)
   Confidence: 94.6% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 14 periods in chart (90d ROC≈22%)
   📅 Days until EOY 2025: 188 days | EOY Target: $1.8K (+38.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NFLX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 14.89%
Rounded target for matching: 15%
Similar historical periods found: 109
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      109       52.3%      0.70%      1.49%      8.72%       -0.17%        3.14%    -42.05%     39.29%
 14 days      109       64.2%      4.19%      2.44%     10.37%        0.47%        4.41%    -45.67%     23.40%
 30 days      109       67.0%      7.24%      6.88%     15.28%        3.97%        9.78%    -35.11%     45.47%
 90 days      109       69.7%     11.15%     14.71%     40.59%        7.01%       22.42%    -56.30%    179.67%
180 days      107       67.3%     28.94%     33.34%     73.87%       19.19%       47.50%    -71.73%    295.91%
365 days      102       69.6%     62.25%     82.05%    128.15%       56.87%      107.22%    -73.61%    528.50%


========================================================================================================================
NFLX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 22.19%
Rounded target for matching: 22%
Similar historical periods found: 85
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       85       60.0%      1.96%      1.87%      7.86%        0.18%        3.57%    -15.30%     30.26%
 14 days       85       64.7%      4.45%      5.02%     10.67%        2.72%        7.32%    -14.89%     39.72%
 30 days       85       69.4%      8.87%      7.62%     16.66%        4.03%       11.21%    -36.71%     43.09%
 90 days       82       67.1%     16.56%     13.25%     34.91%        5.58%       20.93%    -57.46%    129.30%
180 days       81       67.9%     31.92%     29.74%     64.93%       15.39%       44.10%    -72.13%    262.24%
365 days       76       71.1%     63.15%     76.35%    105.80%       52.18%      100.53%    -77.27%    416.05%


========================================================================================================================

Chart 3: PM (R² = 0.9444)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 378 days):
   Current: $179.60 ($155.87,-13% - $194.29,+8%)
   +30d (1m): $185.37,+3.2% ($166.01,-8% - $206.99,+15%)
   +60d (2m): $197.46,+9.9% ($176.81,-2% - $220.52,+23%)
   +90d (3m): $210.33,+17.1% ($188.30,+5% - $234.94,+31%)
   +180d (6m): $254.21,+41.5% ($227.42,+27% - $284.16,+58%)
   +365d (1y): $375.29,+109.0% ($335.06,+87% - $420.35,+134%)
   +EOY (188d): $258.53,+43.9% ($231.27,+29% - $289.01,+61%)
   End-of-year outlook: 📈 Bullish Trend (+43.9%)
   Confidence: 94.4% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈21%)
   📅 Days until EOY 2025: 188 days | EOY Target: $258.53 (+43.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PM - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 8.96%
Rounded target for matching: 9%
Similar historical periods found: 126
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      126       60.3%      0.62%      0.57%      2.84%        0.07%        1.07%     -6.81%      8.54%
 14 days      126       50.0%     -0.04%      0.46%      3.52%       -0.16%        1.08%     -7.81%      8.82%
 30 days      126       56.3%      1.08%      0.43%      6.11%       -0.65%        1.51%    -23.87%     14.33%
 90 days      125       67.2%      4.22%      5.03%     11.38%        3.02%        7.05%    -24.77%     27.28%
180 days      118       64.4%      6.74%      9.54%     15.97%        6.63%       12.45%    -30.05%     58.42%
365 days      109       75.2%     22.34%     17.97%     21.73%       13.85%       22.10%    -25.62%     66.16%


========================================================================================================================
PM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 21.45%
Rounded target for matching: 21%
Similar historical periods found: 35
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       35       51.4%      0.01%     -0.45%      2.51%       -1.32%        0.41%     -6.81%      4.16%
 14 days       35       45.7%     -0.10%      0.59%      4.02%       -0.79%        1.98%     -8.18%     11.01%
 30 days       35       57.1%      1.24%      0.90%      5.94%       -1.14%        2.94%    -13.95%     10.31%
 90 days       34       67.6%      3.28%      4.72%     10.67%        1.00%        8.45%    -13.26%     27.57%
180 days       31       71.0%      8.18%      9.98%     14.01%        4.83%       15.12%    -10.56%     54.75%
365 days       30       80.0%     18.20%     21.10%     26.79%       11.10%       31.10%    -25.37%     63.10%


========================================================================================================================

Chart 4: MSFT (R² = 0.9422)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 21 days):
   Current: $492.27 ($482.80,-2% - $494.07,+0%)
   +30d (1m): $540.62,+9.8% ($530.56,+8% - $550.88,+12%)
   +60d (2m): $598.42,+21.6% ($581.35,+18% - $615.99,+25%)
   +90d (3m): $662.39,+34.6% ($636.53,+29% - $689.30,+40%)
   +180d (6m): $898.36,+82.5% ($834.62,+70% - $966.97,+96%)
   +365d (1y): $1.7K,+241.4% ($1.5K,+196% - $1.9K,+294%)
   +EOY (188d): $923.03,+87.5% ($854.94,+74% - $996.53,+102%)
   End-of-year outlook: 📈 Bullish Trend (+87.5%)
   Confidence: 94.2% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 188 days | EOY Target: $923.03 (+87.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
MSFT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 9.77%
Rounded target for matching: 10%
Similar historical periods found: 266
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      266       58.6%      0.69%      0.83%      4.44%        0.29%        1.36%    -11.60%     17.32%
 14 days      266       59.8%      1.26%      1.57%      6.45%        0.79%        2.35%    -15.13%     28.70%
 30 days      266       62.0%      3.06%      3.63%     11.00%        2.31%        4.96%    -30.04%     47.66%
 90 days      263       71.9%      8.96%     11.06%     18.73%        8.79%       13.33%    -35.50%    106.73%
180 days      261       79.7%     18.06%     25.18%     36.77%       20.70%       29.66%    -46.93%    321.67%
365 days      252       81.0%     49.12%     55.27%     60.17%       47.81%       62.74%    -40.07%    268.33%


========================================================================================================================
MSFT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 20.37%
Rounded target for matching: 20%
Similar historical periods found: 164
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      164       57.3%      0.77%      0.62%      4.64%       -0.10%        1.33%    -18.55%     16.45%
 14 days      164       49.4%     -0.07%      1.30%      7.27%        0.18%        2.43%    -23.88%     27.37%
 30 days      164       55.5%      1.75%      1.96%     10.82%        0.29%        3.63%    -33.43%     36.00%
 90 days      164       64.6%      7.26%      9.24%     18.72%        6.35%       12.13%    -39.26%     97.35%
180 days      164       70.1%     20.62%     20.54%     32.90%       15.47%       25.62%    -46.31%    153.64%
365 days      160       75.6%     36.97%     48.37%     60.22%       38.96%       57.77%    -48.82%    228.51%


========================================================================================================================

Chart 5: TMUS (R² = 0.9352)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $230.90 ($237.51,+3% - $298.12,+29%)
   +30d (1m): $278.38,+20.6% ($248.45,+8% - $311.91,+35%)
   +60d (2m): $291.23,+26.1% ($259.90,+13% - $326.34,+41%)
   +90d (3m): $304.68,+32.0% ($271.87,+18% - $341.44,+48%)
   +180d (6m): $348.85,+51.1% ($311.18,+35% - $391.10,+69%)
   +365d (1y): $460.81,+99.6% ($410.62,+78% - $517.13,+124%)
   +EOY (188d): $353.08,+52.9% ($314.93,+36% - $395.85,+71%)
   End-of-year outlook: 📈 Bullish Trend (+52.9%)
   Confidence: 93.5% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 188 days | EOY Target: $353.08 (+52.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TMUS - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -3.57%
Rounded target for matching: -4%
Similar historical periods found: 125
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      125       55.2%      0.71%      0.68%      4.76%       -0.16%        1.52%    -18.59%     12.76%
 14 days      125       55.2%      0.70%      0.78%      8.09%       -0.65%        2.21%    -43.27%     28.10%
 30 days      125       64.8%      2.86%      1.85%     11.13%       -0.12%        3.82%    -44.33%     29.61%
 90 days      122       64.8%      5.73%      6.78%     18.00%        3.55%       10.00%    -53.93%     55.18%
180 days      120       67.5%      8.70%     15.23%     27.75%       10.22%       20.25%    -65.30%     99.34%
365 days      118       91.5%     23.73%     29.22%     33.29%       23.15%       35.29%    -68.11%    170.79%


========================================================================================================================
TMUS - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -12.28%
Rounded target for matching: -12%
Similar historical periods found: 33
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       33       75.8%      2.15%      2.22%      5.11%        0.41%        4.04%     -9.69%     12.65%
 14 days       33       75.8%      3.65%      2.97%      8.45%       -0.03%        5.96%    -16.93%     28.56%
 30 days       33       72.7%      6.53%      3.19%     13.10%       -1.45%        7.84%    -25.74%     34.53%
 90 days       33       87.9%     11.72%     12.16%     12.66%        7.67%       16.65%    -22.59%     35.68%
180 days       33       84.8%     28.06%     23.67%     28.79%       13.46%       33.88%    -51.95%     86.88%
365 days       33       84.8%     44.28%     45.37%     47.51%       28.52%       62.22%    -64.69%    128.22%


========================================================================================================================

Chart 6: PLTR (R² = 0.9349)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 252 days):
   Current: $142.90 ($116.77,-18% - $202.65,+42%)
   +30d (1m): $191.12,+33.7% ($144.95,+1% - $251.99,+76%)
   +60d (2m): $237.45,+66.2% ($179.91,+26% - $313.41,+119%)
   +90d (3m): $295.02,+106.5% ($223.25,+56% - $389.86,+173%)
   +180d (6m): $565.80,+295.9% ($426.16,+198% - $751.19,+426%)
   +365d (1y): $2.2K,+1410.0% ($1.6K,+1021% - $2.9K,+1933%)
   +EOY (188d): $599.52,+319.5% ($451.34,+216% - $796.35,+457%)
   End-of-year outlook: 📈 Bullish Trend (+319.5%)
   Confidence: 93.5% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈21%)
   📅 Days until EOY 2025: 188 days | EOY Target: $599.52 (+319.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PLTR - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 20.63%
Rounded target for matching: 21%
Similar historical periods found: 13
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       13       38.5%     -2.33%     -1.33%     10.66%       -7.77%        5.11%    -20.47%     17.86%
 14 days       13       38.5%     -3.87%     -6.50%     11.72%      -13.58%        0.58%    -29.81%      8.54%
 30 days       13       38.5%     -3.78%      2.58%     23.50%      -11.62%       16.78%    -31.35%     50.82%
 90 days       13       53.8%      6.47%     34.90%     79.63%      -13.22%       83.02%    -40.04%    200.48%
180 days       13       53.8%     40.63%     64.57%    119.39%       -7.58%      136.72%    -71.72%    296.45%
365 days       10       80.0%     94.97%    206.95%    231.85%       41.10%      372.81%    -70.31%    637.44%


========================================================================================================================
PLTR - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 21.19%
Rounded target for matching: 21%
Similar historical periods found: 10
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       10       40.0%     -4.47%      1.17%     14.17%       -8.96%       11.31%    -15.35%     32.96%
 14 days       10       20.0%     -5.28%      4.06%     23.30%      -12.61%       20.73%    -14.14%     52.38%
 30 days       10       50.0%      2.09%     16.76%     31.91%       -6.07%       39.58%    -17.56%     70.69%
 90 days        8       87.5%     22.82%     24.06%     31.94%       -2.65%       50.77%    -44.60%     77.98%
180 days        8       87.5%     93.39%     96.82%     91.54%       20.29%      173.35%    -66.32%    250.83%
365 days        6       83.3%    534.47%    429.15%    270.46%      145.32%      712.98%    -68.91%    682.46%


========================================================================================================================

Chart 7: JPM (R² = 0.9345)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $284.06 ($250.30,-12% - $312.14,+10%)
   +30d (1m): $291.97,+2.8% ($261.43,-8% - $326.08,+15%)
   +60d (2m): $304.99,+7.4% ($273.06,-4% - $340.65,+20%)
   +90d (3m): $318.58,+12.2% ($285.20,+0% - $355.87,+25%)
   +180d (6m): $363.11,+27.8% ($324.95,+14% - $405.75,+43%)
   +365d (1y): $475.15,+67.3% ($424.80,+50% - $531.47,+87%)
   +EOY (188d): $367.36,+29.3% ($328.74,+16% - $410.51,+45%)
   End-of-year outlook: 📈 Bullish Trend (+29.3%)
   Confidence: 93.5% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 20 periods in chart (90d ROC≈3%)
   📅 Days until EOY 2025: 188 days | EOY Target: $367.36 (+29.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
JPM - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 9.23%
Rounded target for matching: 9%
Similar historical periods found: 361
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      361       54.0%      0.47%      0.58%      5.07%        0.06%        1.10%    -14.00%     23.35%
 14 days      361       55.1%      0.72%      1.18%      6.86%        0.47%        1.89%    -20.13%     23.53%
 30 days      361       56.2%      1.73%      1.80%     10.13%        0.75%        2.84%    -38.84%     40.00%
 90 days      359       59.1%      2.53%      3.86%     15.52%        2.25%        5.47%    -49.88%     57.48%
180 days      351       66.1%     10.88%     11.37%     24.65%        8.78%       13.95%    -44.78%     78.36%
365 days      340       69.7%     17.16%     21.65%     36.39%       17.77%       25.53%    -68.73%    106.32%


========================================================================================================================
JPM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 3.43%
Rounded target for matching: 3%
Similar historical periods found: 273
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      273       59.3%      1.16%      0.61%      4.45%        0.08%        1.14%    -13.04%     13.40%
 14 days      273       60.4%      1.21%      1.03%      5.56%        0.36%        1.69%    -19.48%     18.09%
 30 days      273       59.3%      2.27%      2.19%      9.19%        1.10%        3.29%    -40.08%     43.90%
 90 days      268       64.9%      5.45%      5.99%     18.45%        3.77%        8.21%    -55.39%     74.42%
180 days      268       59.7%      6.70%      9.19%     24.27%        6.27%       12.11%    -48.93%     75.82%
365 days      265       68.3%     12.66%     16.70%     30.87%       12.96%       20.43%    -46.35%    109.77%


========================================================================================================================

Chart 8: BRK-B (R² = 0.9337)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $486.21 ($491.59,+1% - $564.07,+16%)
   +30d (1m): $540.99,+11.3% ($505.01,+4% - $579.53,+19%)
   +60d (2m): $555.79,+14.3% ($518.80,+7% - $595.42,+22%)
   +90d (3m): $570.99,+17.4% ($532.95,+10% - $611.74,+26%)
   +180d (6m): $619.14,+27.3% ($577.77,+19% - $663.48,+36%)
   +365d (1y): $731.26,+50.4% ($681.97,+40% - $784.10,+61%)
   +EOY (188d): $623.62,+28.3% ($581.93,+20% - $668.29,+37%)
   End-of-year outlook: 📈 Bullish Trend (+28.3%)
   Confidence: 93.4% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 17 periods in chart (90d ROC≈1%)
   📅 Days until EOY 2025: 188 days | EOY Target: $623.62 (+28.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BRK-B - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -5.46%
Rounded target for matching: -5%
Similar historical periods found: 213
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      213       54.0%      0.30%     -0.23%      3.74%       -0.74%        0.27%    -11.88%     14.02%
 14 days      213       54.5%      0.18%      0.05%      5.54%       -0.69%        0.80%    -21.86%     15.96%
 30 days      213       57.3%      1.12%      1.06%      7.34%        0.07%        2.06%    -17.29%     25.89%
 90 days      213       61.5%      3.17%      1.67%     11.34%        0.14%        3.21%    -32.38%     25.01%
180 days      211       71.6%      5.45%      5.11%     16.41%        2.89%        7.34%    -44.20%     55.80%
365 days      211       79.1%     11.56%     15.36%     20.08%       12.64%       18.09%    -35.57%     67.79%


========================================================================================================================
BRK-B - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 1.19%
Rounded target for matching: 1%
Similar historical periods found: 287
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      287       60.3%      0.66%      0.76%      2.91%        0.42%        1.10%    -15.52%     12.16%
 14 days      287       63.4%      0.92%      1.26%      4.22%        0.77%        1.75%    -18.93%     15.04%
 30 days      287       70.0%      2.05%      2.80%      5.81%        2.12%        3.47%    -17.33%     26.34%
 90 days      287       79.8%      7.19%      7.09%      9.58%        5.98%        8.21%    -20.25%     52.48%
180 days      284       79.2%     12.48%     11.71%     13.80%       10.10%       13.32%    -36.08%     47.85%
365 days      279       88.5%     17.68%     20.47%     20.23%       18.09%       22.85%    -29.53%    110.47%


========================================================================================================================

Chart 9: IBM (R² = 0.9328)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $291.06 ($240.79,-17% - $304.97,+5%)
   +30d (1m): $283.74,-2.5% ($252.10,-13% - $319.35,+10%)
   +60d (2m): $297.10,+2.1% ($263.94,-9% - $334.42,+15%)
   +90d (3m): $311.08,+6.9% ($276.34,-5% - $350.20,+20%)
   +180d (6m): $357.12,+22.7% ($317.11,+9% - $402.17,+38%)
   +365d (1y): $474.25,+62.9% ($420.68,+45% - $534.65,+84%)
   +EOY (188d): $361.53,+24.2% ($321.01,+10% - $407.15,+40%)
   End-of-year outlook: 📈 Bullish Trend (+24.2%)
   Confidence: 93.3% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 22 periods in chart (90d ROC≈13%)
   📅 Days until EOY 2025: 188 days | EOY Target: $361.53 (+24.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
IBM - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 14.73%
Rounded target for matching: 15%
Similar historical periods found: 154
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      154       64.3%      0.87%      0.82%      3.88%        0.21%        1.44%    -16.00%     10.33%
 14 days      154       61.0%      1.03%      0.85%      5.53%       -0.03%        1.73%    -16.02%     15.30%
 30 days      154       61.0%      1.80%      0.45%      8.53%       -0.91%        1.80%    -38.22%     21.88%
 90 days      152       64.5%      4.21%      5.22%     13.55%        3.05%        7.39%    -30.05%     34.76%
180 days      149       71.1%     10.60%     12.77%     21.55%        9.28%       16.26%    -37.36%     70.05%
365 days      140       75.7%     17.46%     24.41%     32.63%       18.95%       29.86%    -32.77%    109.02%


========================================================================================================================
IBM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 13.04%
Rounded target for matching: 13%
Similar historical periods found: 325
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      325       47.7%     -0.14%     -0.11%      3.50%       -0.49%        0.27%     -9.48%     10.43%
 14 days      325       56.6%      0.78%      0.34%      5.05%       -0.21%        0.89%    -13.09%     17.41%
 30 days      325       55.1%      1.13%      1.79%      8.14%        0.91%        2.68%    -19.21%     27.46%
 90 days      323       58.2%      3.47%      3.21%     15.90%        1.47%        4.95%    -40.28%     52.49%
180 days      317       61.2%      5.46%      6.38%     22.91%        3.85%        8.91%    -48.09%     98.30%
365 days      314       66.6%     13.67%     20.06%     35.17%       16.15%       23.97%    -43.57%    125.13%


========================================================================================================================

Chart 10: WMT (R² = 0.9280)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $97.26 ($90.57,-7% - $117.31,+21%)
   +30d (1m): $108.21,+11.3% ($95.07,-2% - $123.16,+27%)
   +60d (2m): $113.59,+16.8% ($99.79,+3% - $129.30,+33%)
   +90d (3m): $119.24,+22.6% ($104.74,+8% - $135.75,+40%)
   +180d (6m): $137.93,+41.8% ($121.10,+25% - $157.09,+62%)
   +365d (1y): $186.06,+91.3% ($163.17,+68% - $212.15,+118%)
   +EOY (188d): $139.72,+43.7% ($122.68,+26% - $159.14,+64%)
   End-of-year outlook: 📈 Bullish Trend (+43.7%)
   Confidence: 92.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-7%)
   📅 Days until EOY 2025: 188 days | EOY Target: $139.72 (+43.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
WMT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.53%
Rounded target for matching: 1%
Similar historical periods found: 659
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      659       52.5%      0.28%      0.33%      4.39%       -0.00%        0.67%    -24.84%     22.01%
 14 days      659       53.6%      0.38%      0.65%      5.97%        0.19%        1.11%    -22.16%     28.42%
 30 days      659       61.8%      1.97%      2.20%      8.69%        1.53%        2.86%    -33.67%     39.44%
 90 days      658       64.4%      4.20%      6.07%     15.54%        4.88%        7.26%    -54.00%     99.51%
180 days      657       73.1%      9.17%     13.56%     23.58%       11.75%       15.36%    -43.84%    150.60%
365 days      647       75.9%     16.44%     34.14%     51.82%       30.14%       38.14%    -52.55%    340.98%


========================================================================================================================
WMT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.94%
Rounded target for matching: -7%
Similar historical periods found: 232
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      232       51.7%      0.71%      0.73%      4.29%        0.18%        1.28%    -14.08%     13.89%
 14 days      232       64.7%      2.20%      2.17%      6.24%        1.36%        2.98%    -26.47%     20.57%
 30 days      232       71.1%      3.34%      3.55%      8.78%        2.41%        4.68%    -28.15%     38.51%
 90 days      231       69.7%      7.15%      7.14%     15.84%        5.08%        9.19%    -49.58%     74.36%
180 days      231       74.5%     11.02%     15.28%     25.58%       11.97%       18.60%    -37.39%    136.69%
365 days      231       74.0%     13.26%     26.25%     47.31%       20.11%       32.38%    -61.41%    293.28%


========================================================================================================================

Chart 11: LLY (R² = 0.9274)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1008 days):
   Current: $792.30 ($801.86,+1% - $1.3K,+70%)
   +30d (1m): $1.1K,+37.6% ($841.71,+6% - $1.4K,+78%)
   +60d (2m): $1.1K,+44.5% ($883.53,+12% - $1.5K,+87%)
   +90d (3m): $1.2K,+51.7% ($927.42,+17% - $1.6K,+97%)
   +180d (6m): $1.4K,+75.5% ($1.1K,+35% - $1.8K,+127%)
   +365d (1y): $1.9K,+136.7% ($1.4K,+83% - $2.4K,+207%)
   +EOY (188d): $1.4K,+77.7% ($1.1K,+37% - $1.8K,+130%)
   End-of-year outlook: 📈 Bullish Trend (+77.7%)
   Confidence: 92.7% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 7 periods in chart (90d ROC≈-9%)
   📅 Days until EOY 2025: 188 days | EOY Target: $1.4K (+77.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LLY - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 5.08%
Rounded target for matching: 5%
Similar historical periods found: 634
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      634       50.5%      0.16%      0.18%      3.96%       -0.12%        0.49%    -12.54%     27.43%
 14 days      634       53.5%      0.40%      0.45%      5.74%        0.00%        0.90%    -19.47%     22.44%
 30 days      634       53.6%      0.83%      1.33%      8.16%        0.70%        1.97%    -21.08%     35.57%
 90 days      633       60.7%      4.02%      4.65%     14.67%        3.51%        5.80%    -38.17%     66.58%
180 days      632       65.8%      9.49%     11.99%     23.67%       10.14%       13.84%    -35.72%     83.88%
365 days      626       76.2%     24.03%     29.67%     41.73%       26.39%       32.94%    -43.78%    172.07%


========================================================================================================================
LLY - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -8.78%
Rounded target for matching: -9%
Similar historical periods found: 232
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      232       59.5%      0.83%      1.12%      4.07%        0.60%        1.65%     -9.69%     19.00%
 14 days      232       56.5%      1.22%      1.55%      6.01%        0.77%        2.33%    -14.18%     22.30%
 30 days      232       62.1%      2.44%      2.48%      8.70%        1.36%        3.61%    -16.49%     31.42%
 90 days      231       61.5%      4.59%      4.37%     14.64%        2.47%        6.27%    -27.22%     70.50%
180 days      227       62.6%      5.15%      8.37%     25.74%        5.00%       11.73%    -36.41%     88.84%
365 days      227       65.6%      9.53%     16.80%     38.99%       11.70%       21.90%    -34.24%    192.23%


========================================================================================================================

Chart 12: MRK (R² = 0.9254)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 252 days):
   Current: $79.67 ($69.73,-12% - $81.83,+3%)
   +30d (1m): $71.24,-10.6% ($65.75,-17% - $77.20,-3%)
   +60d (2m): $67.19,-15.7% ($61.99,-22% - $72.83,-9%)
   +90d (3m): $63.37,-20.5% ($58.44,-27% - $68.71,-14%)
   +180d (6m): $53.16,-33.3% ($48.96,-39% - $57.72,-28%)
   +365d (1y): $37.05,-53.5% ($33.98,-57% - $40.39,-49%)
   +EOY (188d): $52.33,-34.3% ($48.19,-40% - $56.83,-29%)
   End-of-year outlook: 📉 Bearish Trend (-34.3%)
   Confidence: 92.5% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-4%)
   📅 Days until EOY 2025: 188 days | EOY Target: $52.33 (-34.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
MRK - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.05%
Rounded target for matching: 0%
Similar historical periods found: 899
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      899       54.1%      0.33%      0.40%      3.78%        0.15%        0.64%    -17.10%     15.91%
 14 days      899       59.1%      1.11%      0.97%      5.40%        0.61%        1.32%    -22.33%     20.99%
 30 days      899       62.8%      2.57%      2.14%      8.20%        1.60%        2.68%    -32.56%     27.09%
 90 days      898       68.0%      5.76%      5.75%     13.14%        4.89%        6.61%    -43.05%     46.54%
180 days      892       70.3%      8.82%     10.25%     19.96%        8.93%       11.56%    -45.62%     80.83%
365 days      878       72.4%     18.00%     21.09%     35.90%       18.71%       23.47%    -52.12%    203.73%


========================================================================================================================
MRK - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -3.86%
Rounded target for matching: -4%
Similar historical periods found: 375
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      375       54.9%      0.64%      0.46%      4.34%        0.02%        0.90%    -28.77%     14.56%
 14 days      375       60.8%      1.36%      0.79%      6.09%        0.17%        1.41%    -31.54%     15.28%
 30 days      375       58.7%      1.93%      1.69%      8.78%        0.80%        2.58%    -40.57%     20.07%
 90 days      374       64.2%      4.90%      5.01%     13.39%        3.65%        6.37%    -40.43%     31.14%
180 days      374       62.3%      8.33%      8.50%     20.12%        6.45%       10.54%    -35.95%     58.93%
365 days      374       71.7%     21.65%     20.63%     33.79%       17.19%       24.06%    -48.48%    128.95%


========================================================================================================================

Chart 13: COST (R² = 0.9216)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $986.54 ($991.47,+1% - $1.3K,+30%)
   +30d (1m): $1.2K,+19.5% ($1.0K,+5% - $1.3K,+36%)
   +60d (2m): $1.2K,+25.1% ($1.1K,+10% - $1.4K,+42%)
   +90d (3m): $1.3K,+30.9% ($1.1K,+15% - $1.5K,+49%)
   +180d (6m): $1.5K,+50.1% ($1.3K,+32% - $1.7K,+71%)
   +365d (1y): $2.0K,+98.9% ($1.7K,+75% - $2.2K,+126%)
   +EOY (188d): $1.5K,+52.0% ($1.3K,+34% - $1.7K,+73%)
   End-of-year outlook: 📈 Bullish Trend (+52.0%)
   Confidence: 92.2% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 188 days | EOY Target: $1.5K (+52.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
COST - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -2.91%
Rounded target for matching: -3%
Similar historical periods found: 388
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      388       55.2%      0.52%      0.54%      4.74%        0.07%        1.01%    -16.93%     23.31%
 14 days      388       60.8%      1.32%      1.35%      6.11%        0.74%        1.96%    -30.69%     19.05%
 30 days      388       60.8%      2.74%      2.10%      9.47%        1.16%        3.05%    -41.85%     29.82%
 90 days      385       71.7%      6.22%      6.60%     14.36%        5.17%        8.04%    -34.36%     53.41%
180 days      380       81.6%     13.17%     13.05%     20.73%       10.96%       15.14%    -44.40%     74.31%
365 days      374       81.8%     28.60%     27.82%     33.09%       24.46%       31.19%    -48.90%    160.43%


========================================================================================================================
COST - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -8.27%
Rounded target for matching: -8%
Similar historical periods found: 156
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      156       57.7%      1.27%      0.79%      4.86%        0.03%        1.56%    -16.56%     16.34%
 14 days      156       62.2%      2.12%      1.73%      6.86%        0.64%        2.81%    -21.02%     19.59%
 30 days      156       70.5%      4.79%      3.27%     10.84%        1.56%        4.99%    -37.74%     27.99%
 90 days      156       69.9%      5.98%      7.05%     19.40%        3.98%       10.12%    -47.84%     56.06%
180 days      156       73.7%     14.05%     12.31%     21.93%        8.84%       15.78%    -39.81%     82.54%
365 days      156       71.8%     23.31%     24.45%     34.43%       19.00%       29.90%    -42.72%    189.54%


========================================================================================================================

Chart 14: RTX (R² = 0.9119)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 42 days):
   Current: $141.38 ($141.98,+0% - $151.21,+7%)
   +30d (1m): $165.01,+16.7% ($159.15,+13% - $171.08,+21%)
   +60d (2m): $185.83,+31.4% ($177.93,+26% - $194.08,+37%)
   +90d (3m): $209.27,+48.0% ($198.62,+40% - $220.50,+56%)
   +180d (6m): $298.90,+111.4% ($275.15,+95% - $324.71,+130%)
   +365d (1y): $621.96,+339.9% ($534.71,+278% - $723.43,+412%)
   +EOY (188d): $308.53,+118.2% ($283.19,+100% - $336.13,+138%)
   End-of-year outlook: 📈 Bullish Trend (+118.2%)
   Confidence: 91.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈13%)
   📅 Days until EOY 2025: 188 days | EOY Target: $308.53 (+118.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
RTX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 8.84%
Rounded target for matching: 9%
Similar historical periods found: 555
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      555       55.7%      0.40%      0.61%      3.59%        0.31%        0.91%    -13.08%     16.90%
 14 days      555       62.3%      1.18%      1.17%      5.09%        0.74%        1.59%    -19.49%     27.70%
 30 days      555       62.9%      2.49%      2.03%      7.93%        1.37%        2.70%    -28.57%     26.20%
 90 days      552       66.7%      6.20%      5.64%     15.78%        4.32%        6.96%    -48.94%     69.35%
180 days      549       68.9%      9.36%      9.81%     24.50%        7.76%       11.87%    -46.34%     91.92%
365 days      543       75.5%     17.20%     21.92%     37.68%       18.75%       25.10%    -61.24%    196.56%


========================================================================================================================
RTX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 13.49%
Rounded target for matching: 13%
Similar historical periods found: 365
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      365       51.8%      0.22%      0.19%      3.63%       -0.18%        0.57%    -10.56%     13.69%
 14 days      365       53.4%      0.34%      0.70%      5.32%        0.15%        1.25%    -28.28%     16.36%
 30 days      365       63.0%      1.98%      2.12%      8.25%        1.27%        2.97%    -42.62%     23.02%
 90 days      364       63.7%      4.52%      3.94%     16.19%        2.28%        5.61%    -44.02%     63.82%
180 days      364       65.9%      9.81%      8.23%     20.97%        6.06%       10.39%    -57.59%    102.80%
365 days      353       75.6%     15.77%     19.16%     31.27%       15.88%       22.43%    -56.64%    174.20%


========================================================================================================================

Chart 15: GE (R² = 0.9090)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $249.90 ($202.56,-19% - $300.46,+20%)
   +30d (1m): $263.30,+5.4% ($216.16,-14% - $320.72,+28%)
   +60d (2m): $281.01,+12.5% ($230.66,-8% - $342.36,+37%)
   +90d (3m): $299.92,+20.0% ($246.14,-2% - $365.46,+46%)
   +180d (6m): $364.63,+45.9% ($299.05,+20% - $444.59,+78%)
   +365d (1y): $544.82,+118.0% ($446.05,+78% - $665.46,+166%)
   +EOY (188d): $371.02,+48.5% ($304.27,+22% - $452.40,+81%)
   End-of-year outlook: 📈 Bullish Trend (+48.5%)
   Confidence: 90.9% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈20%)
   📅 Days until EOY 2025: 188 days | EOY Target: $371.02 (+48.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 14.14%
Rounded target for matching: 14%
Similar historical periods found: 206
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      206       50.0%      0.06%      0.06%      3.35%       -0.40%        0.52%    -12.69%      9.62%
 14 days      206       58.7%      0.62%      0.58%      4.99%       -0.11%        1.26%    -13.00%     18.10%
 30 days      206       57.8%      1.65%      0.92%      9.73%       -0.42%        2.26%    -47.48%     39.23%
 90 days      205       69.3%      5.07%      5.57%     15.39%        3.45%        7.69%    -44.69%     80.00%
180 days      204       67.2%      8.41%     11.41%     23.16%        8.21%       14.61%    -56.62%    103.60%
365 days      201       76.1%     14.43%     22.32%     36.75%       17.21%       27.43%    -41.62%    156.56%


========================================================================================================================
GE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 20.16%
Rounded target for matching: 20%
Similar historical periods found: 169
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      169       50.3%      0.16%     -0.12%      5.39%       -0.93%        0.70%    -33.48%     19.65%
 14 days      169       57.4%      1.00%      0.31%      7.87%       -0.88%        1.51%    -43.79%     28.55%
 30 days      169       55.6%      1.69%      1.16%      9.48%       -0.28%        2.60%    -42.96%     33.25%
 90 days      169       66.9%      4.39%      3.06%     15.21%        0.75%        5.37%    -44.69%     63.68%
180 days      168       67.9%     10.68%     10.05%     20.59%        6.92%       13.19%    -45.23%     78.46%
365 days      167       78.4%     18.38%     22.77%     31.19%       18.01%       27.54%    -57.53%     93.85%


========================================================================================================================

========================================================================================================================
🟢 TOP 5 STOCK INSTRUMENTS - UNDERVALUED OPPORTUNITIES
========================================================================================================================
Rank Symbol          Under%   R²         Growth%      Price           Upside%    Window  
------------------------------------------------------------------------------------------------------------------------
1    LLY              23.7%  0.927416     50.3%   $792.30            31.1%  1008d
2    XOM              17.5%  0.709594     20.6%   $108.37            21.1%  1008d
3    ISRG             13.7%  0.853254     44.9%   $521.63            15.9%  504 d
4    TMUS             13.2%  0.935200     46.1%   $230.90            15.2%  504 d
5    COST             12.4%  0.921594     46.7%   $986.54            14.2%  504 d

📊 DISPLAYING ALL 5 UNDERVALUED STOCK OPPORTUNITY CHARTS:
--------------------------------------------------------------------------------

Chart 1: LLY (Undervalued by 23.7%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1008 days):
   Current: $792.30 ($801.86,+1% - $1.3K,+70%)
   +30d (1m): $1.1K,+37.6% ($841.71,+6% - $1.4K,+78%)
   +60d (2m): $1.1K,+44.5% ($883.53,+12% - $1.5K,+87%)
   +90d (3m): $1.2K,+51.7% ($927.42,+17% - $1.6K,+97%)
   +180d (6m): $1.4K,+75.5% ($1.1K,+35% - $1.8K,+127%)
   +365d (1y): $1.9K,+136.7% ($1.4K,+83% - $2.4K,+207%)
   +EOY (188d): $1.4K,+77.7% ($1.1K,+37% - $1.8K,+130%)
   End-of-year outlook: 📈 Bullish Trend (+77.7%)
   Confidence: 92.7% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 7 periods in chart (90d ROC≈-9%)
   📅 Days until EOY 2025: 188 days | EOY Target: $1.4K (+77.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LLY - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 5.08%
Rounded target for matching: 5%
Similar historical periods found: 634
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      634       50.5%      0.16%      0.18%      3.96%       -0.12%        0.49%    -12.54%     27.43%
 14 days      634       53.5%      0.40%      0.45%      5.74%        0.00%        0.90%    -19.47%     22.44%
 30 days      634       53.6%      0.83%      1.33%      8.16%        0.70%        1.97%    -21.08%     35.57%
 90 days      633       60.7%      4.02%      4.65%     14.67%        3.51%        5.80%    -38.17%     66.58%
180 days      632       65.8%      9.49%     11.99%     23.67%       10.14%       13.84%    -35.72%     83.88%
365 days      626       76.2%     24.03%     29.67%     41.73%       26.39%       32.94%    -43.78%    172.07%


========================================================================================================================
LLY - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -8.78%
Rounded target for matching: -9%
Similar historical periods found: 232
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      232       59.5%      0.83%      1.12%      4.07%        0.60%        1.65%     -9.69%     19.00%
 14 days      232       56.5%      1.22%      1.55%      6.01%        0.77%        2.33%    -14.18%     22.30%
 30 days      232       62.1%      2.44%      2.48%      8.70%        1.36%        3.61%    -16.49%     31.42%
 90 days      231       61.5%      4.59%      4.37%     14.64%        2.47%        6.27%    -27.22%     70.50%
180 days      227       62.6%      5.15%      8.37%     25.74%        5.00%       11.73%    -36.41%     88.84%
365 days      227       65.6%      9.53%     16.80%     38.99%       11.70%       21.90%    -34.24%    192.23%


========================================================================================================================

Chart 2: XOM (Undervalued by 17.5%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1008 days):
   Current: $108.37 ($99.97,-8% - $172.41,+59%)
   +30d (1m): $134.25,+23.9% ($102.23,-6% - $176.32,+63%)
   +60d (2m): $137.29,+26.7% ($104.53,-4% - $180.31,+66%)
   +90d (3m): $140.39,+29.5% ($106.88,-1% - $184.39,+70%)
   +180d (6m): $150.12,+38.5% ($114.27,+5% - $197.21,+82%)
   +365d (1y): $172.28,+59.0% ($131.09,+21% - $226.43,+109%)
   +EOY (188d): $151.01,+39.3% ($114.95,+6% - $198.39,+83%)
   End-of-year outlook: 📈 Bullish Trend (+39.3%)
   Confidence: 71.0% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 30 periods in chart (90d ROC≈1%)
   📅 Days until EOY 2025: 188 days | EOY Target: $151.01 (+39.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XOM - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.19%
Rounded target for matching: 0%
Similar historical periods found: 1051
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     1051       54.2%      0.37%      0.26%      3.04%        0.07%        0.44%    -13.13%     11.96%
 14 days     1051       55.6%      0.56%      0.49%      4.07%        0.24%        0.73%    -19.34%     14.56%
 30 days     1051       59.4%      1.25%      1.19%      5.96%        0.83%        1.55%    -24.10%     24.10%
 90 days     1046       66.1%      2.98%      3.52%      9.81%        2.93%        4.12%    -53.07%     41.87%
180 days     1042       68.2%      7.35%      8.00%     15.61%        7.05%        8.94%    -55.48%     83.76%
365 days     1030       75.7%     14.65%     18.28%     25.32%       16.74%       19.83%    -54.67%    110.92%


========================================================================================================================
XOM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 1.15%
Rounded target for matching: 1%
Similar historical periods found: 656
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      656       50.3%      0.01%      0.23%      3.01%       -0.00%        0.46%    -13.69%     10.93%
 14 days      656       56.1%      0.73%      0.85%      3.95%        0.55%        1.16%    -11.42%     17.10%
 30 days      656       60.7%      1.67%      1.71%      5.82%        1.26%        2.16%    -20.18%     23.68%
 90 days      652       66.3%      3.14%      4.17%     10.23%        3.38%        4.95%    -38.03%     37.86%
180 days      649       65.8%      8.40%      8.64%     17.53%        7.29%        9.99%    -49.33%     72.64%
365 days      646       78.2%     16.91%     20.66%     29.52%       18.38%       22.94%    -50.79%    148.18%


========================================================================================================================

Chart 3: ISRG (Undervalued by 13.7%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $521.63 ($507.42,-3% - $720.10,+38%)
   +30d (1m): $631.75,+21.1% ($530.24,+2% - $752.68,+44%)
   +60d (2m): $660.24,+26.6% ($554.08,+6% - $786.75,+51%)
   +90d (3m): $690.02,+32.3% ($578.98,+11% - $822.36,+58%)
   +180d (6m): $787.67,+51.0% ($660.54,+27% - $939.27,+80%)
   +365d (1y): $1.0K,+98.2% ($865.73,+66% - $1.2K,+137%)
   +EOY (188d): $796.99,+52.8% ($668.32,+28% - $950.44,+82%)
   End-of-year outlook: 📈 Bullish Trend (+52.8%)
   Confidence: 85.3% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈-12%)
   📅 Days until EOY 2025: 188 days | EOY Target: $796.99 (+52.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ISRG - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -7.09%
Rounded target for matching: -7%
Similar historical periods found: 133
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      133       57.1%      0.66%      0.80%      8.33%       -0.63%        2.22%    -28.87%     35.18%
 14 days      133       53.4%      0.88%      1.61%     12.75%       -0.58%        3.80%    -34.13%     43.72%
 30 days      133       62.4%      4.97%      5.09%     16.18%        2.32%        7.87%    -40.40%     66.53%
 90 days      133       70.7%     11.09%     14.25%     29.38%        9.22%       19.29%    -64.34%    131.25%
180 days      133       73.7%     25.62%     28.86%     55.96%       19.26%       38.45%    -68.36%    222.07%
365 days      132       73.5%     39.77%     54.65%     72.49%       42.17%       67.13%    -41.49%    383.67%


========================================================================================================================
ISRG - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -11.80%
Rounded target for matching: -12%
Similar historical periods found: 84
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       84       53.6%      0.78%      0.55%      7.30%       -1.04%        2.13%    -28.27%     27.96%
 14 days       84       57.1%      0.56%      0.44%     10.28%       -1.79%        2.67%    -23.16%     38.86%
 30 days       84       54.8%      3.44%      1.81%     17.75%       -2.04%        5.66%    -47.83%     52.50%
 90 days       82       53.7%      2.37%      3.88%     33.19%       -3.41%       11.18%    -59.96%    129.85%
180 days       82       59.8%      8.32%     16.72%     52.04%        5.29%       28.16%    -68.36%    197.28%
365 days       82       81.7%     41.43%     64.41%     80.51%       46.72%       82.11%    -18.99%    364.45%


========================================================================================================================

Chart 4: TMUS (Undervalued by 13.2%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $230.90 ($237.51,+3% - $298.12,+29%)
   +30d (1m): $278.38,+20.6% ($248.45,+8% - $311.91,+35%)
   +60d (2m): $291.23,+26.1% ($259.90,+13% - $326.34,+41%)
   +90d (3m): $304.68,+32.0% ($271.87,+18% - $341.44,+48%)
   +180d (6m): $348.85,+51.1% ($311.18,+35% - $391.10,+69%)
   +365d (1y): $460.81,+99.6% ($410.62,+78% - $517.13,+124%)
   +EOY (188d): $353.08,+52.9% ($314.93,+36% - $395.85,+71%)
   End-of-year outlook: 📈 Bullish Trend (+52.9%)
   Confidence: 93.5% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 188 days | EOY Target: $353.08 (+52.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TMUS - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -3.57%
Rounded target for matching: -4%
Similar historical periods found: 125
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      125       55.2%      0.71%      0.68%      4.76%       -0.16%        1.52%    -18.59%     12.76%
 14 days      125       55.2%      0.70%      0.78%      8.09%       -0.65%        2.21%    -43.27%     28.10%
 30 days      125       64.8%      2.86%      1.85%     11.13%       -0.12%        3.82%    -44.33%     29.61%
 90 days      122       64.8%      5.73%      6.78%     18.00%        3.55%       10.00%    -53.93%     55.18%
180 days      120       67.5%      8.70%     15.23%     27.75%       10.22%       20.25%    -65.30%     99.34%
365 days      118       91.5%     23.73%     29.22%     33.29%       23.15%       35.29%    -68.11%    170.79%


========================================================================================================================
TMUS - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -12.28%
Rounded target for matching: -12%
Similar historical periods found: 33
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       33       75.8%      2.15%      2.22%      5.11%        0.41%        4.04%     -9.69%     12.65%
 14 days       33       75.8%      3.65%      2.97%      8.45%       -0.03%        5.96%    -16.93%     28.56%
 30 days       33       72.7%      6.53%      3.19%     13.10%       -1.45%        7.84%    -25.74%     34.53%
 90 days       33       87.9%     11.72%     12.16%     12.66%        7.67%       16.65%    -22.59%     35.68%
180 days       33       84.8%     28.06%     23.67%     28.79%       13.46%       33.88%    -51.95%     86.88%
365 days       33       84.8%     44.28%     45.37%     47.51%       28.52%       62.22%    -64.69%    128.22%


========================================================================================================================

Chart 5: COST (Undervalued by 12.4%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $986.54 ($991.47,+1% - $1.3K,+30%)
   +30d (1m): $1.2K,+19.5% ($1.0K,+5% - $1.3K,+36%)
   +60d (2m): $1.2K,+25.1% ($1.1K,+10% - $1.4K,+42%)
   +90d (3m): $1.3K,+30.9% ($1.1K,+15% - $1.5K,+49%)
   +180d (6m): $1.5K,+50.1% ($1.3K,+32% - $1.7K,+71%)
   +365d (1y): $2.0K,+98.9% ($1.7K,+75% - $2.2K,+126%)
   +EOY (188d): $1.5K,+52.0% ($1.3K,+34% - $1.7K,+73%)
   End-of-year outlook: 📈 Bullish Trend (+52.0%)
   Confidence: 92.2% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 188 days | EOY Target: $1.5K (+52.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
COST - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -2.91%
Rounded target for matching: -3%
Similar historical periods found: 388
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      388       55.2%      0.52%      0.54%      4.74%        0.07%        1.01%    -16.93%     23.31%
 14 days      388       60.8%      1.32%      1.35%      6.11%        0.74%        1.96%    -30.69%     19.05%
 30 days      388       60.8%      2.74%      2.10%      9.47%        1.16%        3.05%    -41.85%     29.82%
 90 days      385       71.7%      6.22%      6.60%     14.36%        5.17%        8.04%    -34.36%     53.41%
180 days      380       81.6%     13.17%     13.05%     20.73%       10.96%       15.14%    -44.40%     74.31%
365 days      374       81.8%     28.60%     27.82%     33.09%       24.46%       31.19%    -48.90%    160.43%


========================================================================================================================
COST - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -8.27%
Rounded target for matching: -8%
Similar historical periods found: 156
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      156       57.7%      1.27%      0.79%      4.86%        0.03%        1.56%    -16.56%     16.34%
 14 days      156       62.2%      2.12%      1.73%      6.86%        0.64%        2.81%    -21.02%     19.59%
 30 days      156       70.5%      4.79%      3.27%     10.84%        1.56%        4.99%    -37.74%     27.99%
 90 days      156       69.9%      5.98%      7.05%     19.40%        3.98%       10.12%    -47.84%     56.06%
180 days      156       73.7%     14.05%     12.31%     21.93%        8.84%       15.78%    -39.81%     82.54%
365 days      156       71.8%     23.31%     24.45%     34.43%       19.00%       29.90%    -42.72%    189.54%


========================================================================================================================

========================================================================================================================
🔴 TOP 3 STOCK INSTRUMENTS - OVERVALUED WARNINGS
========================================================================================================================
Rank Symbol          Over%    R²         Growth%      Price           Risk%      Window  
------------------------------------------------------------------------------------------------------------------------
1    INTC             29.3%  0.746545    -45.0%   $22.20             22.7%  378 d
2    UNH              16.3%  0.809532    -95.4%   $302.02            14.0%  63  d
3    NFLX             10.5%  0.945621     76.3%   $1.3K               9.5%  504 d

📊 DISPLAYING ALL 3 OVERVALUED STOCK WARNING CHARTS:
--------------------------------------------------------------------------------

Chart 1: INTC (Overvalued by 29.3%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 378 days):
   Current: $22.20 ($12.74,-43% - $23.13,+4%)
   +30d (1m): $15.98,-28.0% ($11.86,-47% - $21.55,-3%)
   +60d (2m): $14.89,-32.9% ($11.04,-50% - $20.08,-10%)
   +90d (3m): $13.86,-37.5% ($10.28,-54% - $18.71,-16%)
   +180d (6m): $11.20,-49.6% ($8.28,-63% - $15.14,-32%)
   +365d (1y): $7.22,-67.5% ($5.31,-76% - $9.81,-56%)
   +EOY (188d): $10.99,-50.5% ($8.13,-63% - $14.86,-33%)
   End-of-year outlook: 📉 Bearish Trend (-50.5%)
   Confidence: 74.7% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈-8%)
   📅 Days until EOY 2025: 188 days | EOY Target: $10.99 (-50.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
INTC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.09%
Rounded target for matching: 0%
Similar historical periods found: 354
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      354       51.1%      0.25%      0.73%      6.01%        0.11%        1.36%    -13.90%     29.68%
 14 days      354       51.1%      0.42%      0.32%      8.86%       -0.61%        1.24%    -35.75%     31.75%
 30 days      354       50.8%      0.63%      0.83%     13.09%       -0.54%        2.20%    -47.74%     44.89%
 90 days      354       58.8%      4.60%      5.27%     22.84%        2.88%        7.66%    -56.56%     78.86%
180 days      351       61.0%      7.62%     11.90%     35.85%        8.13%       15.66%    -58.81%    146.25%
365 days      345       68.1%     19.30%     25.63%     51.20%       20.20%       31.05%    -57.20%    221.10%


========================================================================================================================
INTC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -8.00%
Rounded target for matching: -8%
Similar historical periods found: 203
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      203       48.8%     -0.29%      0.41%      6.42%       -0.48%        1.30%    -18.93%     25.58%
 14 days      203       51.2%      0.41%      1.26%      9.55%       -0.07%        2.58%    -18.50%     41.51%
 30 days      203       55.2%      1.80%      2.73%     13.12%        0.91%        4.55%    -29.36%     46.99%
 90 days      200       61.5%      7.47%      6.63%     19.93%        3.85%        9.41%    -41.63%     78.82%
180 days      198       65.2%     11.14%     14.56%     35.78%        9.55%       19.58%    -53.38%    135.99%
365 days      198       73.2%     21.70%     34.58%     62.10%       25.87%       43.28%    -52.25%    250.52%


========================================================================================================================

Chart 2: UNH (Overvalued by 16.3%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 63 days):
   Current: $302.02 ($207.78,-31% - $324.43,+7%)
   +30d (1m): $179.75,-40.5% ($141.93,-53% - $227.66,-25%)
   +60d (2m): $124.45,-58.8% ($96.24,-68% - $160.92,-47%)
   +90d (3m): $86.16,-71.5% ($64.90,-79% - $114.39,-62%)
   +180d (6m): $28.59,-90.5% ($19.48,-94% - $41.97,-86%)
   +365d (1y): $2.96,-99.0% ($1.57,-99% - $5.57,-98%)
   +EOY (188d): $25.92,-91.4% ($17.48,-94% - $38.43,-87%)
   End-of-year outlook: 📉 Bearish Trend (-91.4%)
   Confidence: 81.0% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 188 days | EOY Target: $25.92 (-91.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
UNH - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -19.69%
Rounded target for matching: -20%
Similar historical periods found: 32
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       32       59.4%      3.00%      2.42%      7.71%       -0.36%        5.20%     -9.80%     21.43%
 14 days       32       56.2%      1.86%      3.55%     13.94%       -1.47%        8.58%    -24.38%     35.90%
 30 days       32       65.6%      6.71%      5.99%     14.23%        0.86%       11.12%    -21.75%     44.64%
 90 days       31       54.8%      4.76%      4.10%     24.19%       -4.77%       12.97%    -41.86%     51.79%
180 days       31       51.6%      1.93%     11.94%     40.98%       -3.09%       26.97%    -54.55%     76.11%
365 days       31       61.3%      3.77%      9.74%     50.52%       -8.79%       28.27%    -62.50%    143.02%


========================================================================================================================
UNH - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -42.49%
Rounded target for matching: -42%
Similar historical periods found: 15
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       15       73.3%      5.91%      6.08%     10.56%        0.23%       11.92%    -15.68%     26.15%
 14 days       15       86.7%      7.94%      7.92%     11.67%        1.46%       14.39%    -19.04%     26.92%
 30 days       15       80.0%      9.68%     12.13%     17.77%        2.29%       21.97%    -19.37%     44.00%
 90 days       15       60.0%      7.94%     10.63%     24.88%       -3.15%       24.41%    -26.75%     44.00%
180 days       15       46.7%     -7.98%     10.53%     35.95%       -9.38%       30.44%    -36.21%     79.93%
365 days       15       53.3%      2.95%     26.60%     70.44%      -12.40%       65.61%    -38.10%    188.00%


========================================================================================================================

Chart 3: NFLX (Overvalued by 10.5%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $1.3K ($988.29,-23% - $1.3K,+6%)
   +30d (1m): $1.2K,-3.2% ($1.1K,-17% - $1.4K,+13%)
   +60d (2m): $1.3K,+3.5% ($1.1K,-11% - $1.5K,+21%)
   +90d (3m): $1.4K,+10.8% ($1.2K,-5% - $1.6K,+29%)
   +180d (6m): $1.7K,+35.6% ($1.5K,+16% - $2.0K,+58%)
   +365d (1y): $2.6K,+105.6% ($2.2K,+76% - $3.1K,+141%)
   +EOY (188d): $1.8K,+38.1% ($1.5K,+18% - $2.1K,+61%)
   End-of-year outlook: 📈 Bullish Trend (+38.1%)
   Confidence: 94.6% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 14 periods in chart (90d ROC≈22%)
   📅 Days until EOY 2025: 188 days | EOY Target: $1.8K (+38.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NFLX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 14.89%
Rounded target for matching: 15%
Similar historical periods found: 109
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      109       52.3%      0.70%      1.49%      8.72%       -0.17%        3.14%    -42.05%     39.29%
 14 days      109       64.2%      4.19%      2.44%     10.37%        0.47%        4.41%    -45.67%     23.40%
 30 days      109       67.0%      7.24%      6.88%     15.28%        3.97%        9.78%    -35.11%     45.47%
 90 days      109       69.7%     11.15%     14.71%     40.59%        7.01%       22.42%    -56.30%    179.67%
180 days      107       67.3%     28.94%     33.34%     73.87%       19.19%       47.50%    -71.73%    295.91%
365 days      102       69.6%     62.25%     82.05%    128.15%       56.87%      107.22%    -73.61%    528.50%


========================================================================================================================
NFLX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 22.19%
Rounded target for matching: 22%
Similar historical periods found: 85
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       85       60.0%      1.96%      1.87%      7.86%        0.18%        3.57%    -15.30%     30.26%
 14 days       85       64.7%      4.45%      5.02%     10.67%        2.72%        7.32%    -14.89%     39.72%
 30 days       85       69.4%      8.87%      7.62%     16.66%        4.03%       11.21%    -36.71%     43.09%
 90 days       82       67.1%     16.56%     13.25%     34.91%        5.58%       20.93%    -57.46%    129.30%
180 days       81       67.9%     31.92%     29.74%     64.93%       15.39%       44.10%    -72.13%    262.24%
365 days       76       71.1%     63.15%     76.35%    105.80%       52.18%      100.53%    -77.27%    416.05%


========================================================================================================================

STOCK STATISTICS:
------------------------------------------------------------
Total stock instruments analyzed: 62
Average R-squared: 0.8166
Best R-squared: 0.962802
Average annual growth: 92.3%

Valuation breakdown:
  🟡 FAIR_VALUE: 44 (71.0%) - Hold/Monitor
  🟢 UNDERVALUED: 5 (8.1%) - Buy Opportunities
  🔴 OVERVALUED: 3 (4.8%) - Sell Warnings

Optimal window distribution:
  21 days (~1m): 6 instruments (9.7%)
  42 days (~2m): 8 instruments (12.9%)
  63 days (~3m): 3 instruments (4.8%)
  84 days (~4m): 2 instruments (3.2%)
  126 days (~6m): 3 instruments (4.8%)

📊 STOCK TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 5
  🔴 High-quality overvalued warnings: 3
  📈 Top trend performers displayed: 15
  💡 Consider buying undervalued stocks with strong trends
  ⚠️  Consider reducing overvalued stock positions

========================================================================================================================
🎯 BEST INVESTMENT OPPORTUNITIES BY ASSET CLASS
========================================================================================================================

🟢 TOP 9 CRYPTO OPPORTUNITIES
----------------------------------------------------------------------------------------------------
Rank Symbol          Under%   R²         Growth%      Score    Price          
----------------------------------------------------------------------------------------------------
1    IMX-USD          63.8%  0.801302   -100.0%     70.3  $0.004143      
2    HYPE-USD         41.2%  0.831823    -97.1%     58.0  $0.000005      
3    GT-USD           27.9%  0.892027    167.2%     52.4  $16.16         
4    XCN-USD          17.6%  0.945240    108.5%     48.4  $0.001039      
5    FTN-USD          11.9%  0.989236    135.5%     46.7  $4.43          
6    TBTC-USD         12.8%  0.932135    103.4%     45.0  $102.8K        
7    BTC-USD          10.4%  0.935883    103.3%     43.7  $107.4K        
8    LEO-USD          12.4%  0.890379     74.3%     43.0  $9.00          
9    PYTH-USD         13.3%  0.806287    -91.4%     40.2  $0.085354      

🔍 CURRENCY: No high-quality undervalued opportunities found

🟢 TOP 2 FUTURES OPPORTUNITIES
----------------------------------------------------------------------------------------------------
Rank Symbol          Under%   R²         Growth%      Score    Price          
----------------------------------------------------------------------------------------------------
1    CC=F             30.0%  0.881975     86.2%     53.3  $8.7K          
2    KC=F             24.7%  0.929080     69.8%     52.0  $302.60        

🟢 TOP 1 INDICES OPPORTUNITIES
----------------------------------------------------------------------------------------------------
Rank Symbol          Under%   R²         Growth%      Score    Price          
----------------------------------------------------------------------------------------------------
1    IMOEX.ME         10.8%  0.863544     33.9%     41.0  3.2K           

🟢 TOP 4 STOCK OPPORTUNITIES
----------------------------------------------------------------------------------------------------
Rank Symbol          Under%   R²         Growth%      Score    Price          
----------------------------------------------------------------------------------------------------
1    LLY              23.7%  0.927416     50.3%     51.3  $792.30        
2    TMUS             13.2%  0.935200     46.1%     45.3  $230.90        
3    COST             12.4%  0.921594     46.7%     44.3  $986.54        
4    ISRG             13.7%  0.853254     44.9%     42.4  $521.63        

========================================================================================================================
📊 OVERALL PORTFOLIO SUMMARY
========================================================================================================================
Total instruments analyzed: 218
Average trend reliability (R²): 0.7751
Best trend reliability: 0.989236

Asset distribution:
  Crypto: 97 instruments (44.5%) - Avg Growth: 614709.8%
  Stock: 62 instruments (28.4%) - Avg Growth: 92.3%
  Futures: 29 instruments (13.3%) - Avg Growth: 59.2%
  Indices: 22 instruments (10.1%) - Avg Growth: 52.6%
  Currency: 8 instruments (3.7%) - Avg Growth: 0.1%

Overall valuation summary:
  🟡 Fair Value: 119 (54.6%) - Hold/Monitor
  🟢 Undervalued: 23 (10.6%) - Buy Opportunities
  🔴 Overvalued: 18 (8.3%) - Sell Warnings

📊 Total charts displayed: UP TO 225 (ALL available per section per asset class)
💡 Sections: Best Trends | Undervalued Opportunities | Overvalued Warnings
📈 Chart type: Linear Regression on Log Scale with Forward Returns Analysis
🔮 New Feature: Historical pattern-based forward returns predictions

========================================================================================================================
✅ COMPREHENSIVE ANALYSIS WITH FORWARD RETURNS COMPLETE
========================================================================================================================

🎉 Enhanced analysis completed successfully!
Results stored in 'results' variable with 218 instrument analyses
📊 Charts displayed for ALL available instruments per section per asset class
💡 Total sections analyzed: Best Trends + Undervalued + Overvalued
📈 Chart type: Linear Regression on Log Scale with straight trend lines
🔮 Forward Returns: Traditional round half up ROC matching:
   • 2.5% ROC → finds all historical ~3% periods
   • 5.25% ROC → finds all historical ~5% periods
   • 9.23% ROC → finds all historical ~9% periods
   • -3.67% ROC → finds all historical ~-4% periods
🎯 Historical matches shown as green vertical lines on charts (90-day ROC)
💱 Currency pairs analyzed: EURUSD, USDJPY, GBPUSD, DXY, etc.
📊 Global indices analyzed: S&P 500, FTSE 100, DAX, Nikkei 225, etc.

🛠️  CUSTOM ANALYSIS EXAMPLES:
# Standard round half up analysis:
run_custom_forward_analysis(df, 'BTC-USD', rolling_window=30)
run_custom_forward_analysis(df, 'EURUSD=X', rolling_window=30)
run_custom_forward_analysis(df, '^GSPC', rolling_window=30)  # S&P 500

# Higher precision (round to 0.5%):
run_custom_forward_analysis(df, 'AAPL', tolerance_type='round_to_half')
run_custom_forward_analysis(df, '^FTSE', tolerance_type='round_to_half')  # FTSE 100

# Ultra precision (round to 0.25%):
run_custom_forward_analysis(df, 'NVDA', tolerance_type='round_to_quarter')
run_custom_forward_analysis(df, '^N225', tolerance_type='round_to_quarter')  # Nikkei

# Seasonal analysis (Q2 only):
run_custom_forward_analysis(df, 'ES=F', quarter=[2])
run_custom_forward_analysis(df, '^DJI', quarter=[2])  # Dow Jones

# Cycle analysis (Year 1 of 4-year cycles):
run_custom_forward_analysis(df, 'DX-Y.NYB', cycle_year=['Year1'])
run_custom_forward_analysis(df, '^GDAXI', cycle_year=['Year1'])  # DAX
================================================================================